import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import warnings
import random
import math
import pandas as pd
import xgboost
import lightgbm
import catboost
from matplotlib.colors import ListedColormap
from scipy.stats import pearsonr
from itertools import combinations
from sklearn.base import BaseEstimator
from sklearn import datasets
from sklearn.model_selection import train_test_split
from sklearn.ensemble import (RandomForestClassifier,
ExtraTreesClassifier,
VotingClassifier)
from sklearn.tree import (DecisionTreeRegressor,
DecisionTreeClassifier)
from sklearn.neighbors import KNeighborsClassifier
from sklearn.svm import SVC
from sklearn.linear_model import LogisticRegression
from sklearn.naive_bayes import GaussianNB
from sklearn.model_selection import cross_val_score
from sklearn.metrics import accuracy_score, f1_score
from sklearn.utils import resample
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import GridSearchCV
from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay
from sklearn.metrics import RocCurveDisplay
plt.rcParams["figure.figsize"] = 12, 9
sns.set_style("whitegrid")
warnings.filterwarnings("ignore")
SEED = 111
random.seed(SEED)
np.random.seed(SEED)
2 балла
Продемонстрируйте bias-variance trade-off для DecisionTreeRegressor при изменении глубины дерева. Постройте регрессионную модель функции от одной независимой переменной, представленной в ячейке ниже, используя функцию plot_regression_predictions (можете ее как-то поменять, если захочется). Попробуйте разные значения глубины деревьев, при каком значении, на ваш взгляд, модель оптимальна, при каком variance становится слишком большим?
# Сгенерируем какую-нибудь необычную зависимость и научимся ее предсказывать
np.random.seed(42)
m = 300
X = np.linspace(-3, 3, m).reshape(-1, 1)
y = (3 + 2/np.pi * np.arcsin(np.cos(10 * X))) * X
y = y + np.random.randn(m, 1) / 3
plt.plot(X.reshape(-1), y.reshape(-1), "b.");
# Функция для отрисовки предсказаний деревьев решений в случае регрессии
def plot_regression_predictions(tree_reg, X, y, axes=[-3, 3, -10, 10], ylabel="$y$"):
x1 = np.linspace(axes[0], axes[1], 500).reshape(-1, 1)
y_pred = tree_reg.predict(x1)
plt.axis(axes)
plt.xlabel("$x_1$", fontsize=16)
if ylabel:
plt.ylabel(ylabel, fontsize=16, rotation=0)
plt.scatter(X, y, s=0.5, color="slategray")
plt.plot(x1, y_pred, linewidth=1.5, label=r"$\hat{y}$", color="indigo")
Изобразите, как меняются предсказания дерева при увеличении максимальной глубины (можно взять что-то в диапазоне от 1 до 15):
plt.figure(figsize=(15, 9))
for depth in range(1, 16):
plt.subplot(3, 5, depth)
plt.title(f'depth = {depth}', weight="bold", size=15)
mdl = DecisionTreeRegressor(max_depth=depth)
mdl.fit(X, y)
plot_regression_predictions(mdl, X, y)
plt.subplots_adjust(wspace=0.5, hspace=0.7)
;
Теперь давайте немного подготовимся к тому, чтобы реализовать свой собственный случайный лес, а потом реализуем его.
1 балла
Представим, что у нас есть 101 классификатор. Каждый может с вероятностью p (равной для всех моделей) правильно предсказать класс объекта. Будем делать предсказания по большинству голосов (majority vote). Постройте зависимость вероятности правильно классифицировать объект от значения p. Вам может быть полезная следующая формула:
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##
p = np.linspace(0, 1, 101)
m = 0
for i in np.arange(51, 102):
m += (np.power((1 - p), (101 - i)) * np.power(p, i) * math.factorial(101)) / (math.factorial(i) * math.factorial(101 - i))
mp = pd.DataFrame({'p':p, 'm':m})
plt.subplot(111)
plt.plot(mp.p, mp.m, marker='o', color="slategray")
plt.plot(mp.p, mp.m, color="indigo")
plt.xlabel("p", weight='bold')
plt.ylabel("mu", weight='bold')
plt.axhline()
;
''
mp[mp.p == 0.6]
| p | m | |
|---|---|---|
| 60 | 0.6 | 0.979103 |
А теперь давайте посмотрим на другую ситуацию. У нас есть фиксированная вероятность того, что модель правильно классифицирует объект p = 0.65. Постройте зависимость вероятности правильно классифицировать объект от числа моделей в ансамбле.
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##
p = 0.65
mdls = np.arange(1, 102)
m = np.zeros([102])
for mdl in mdls:
for i in np.arange(mdl // 2 + 1, mdl + 1):
m[mdl] += (np.power((1 - p), (mdl - i)) * np.power(p, i) * math.factorial(mdl)) / (math.factorial(i) * math.factorial(mdl - i))
mdlp = pd.DataFrame({'mdl_n':mdls, "m": m[1:]})
plt.subplot(111)
plt.plot(mdlp.mdl_n, mdlp.m, marker='o', color="slategray")
plt.plot(mdlp.mdl_n, mdlp.m, color="indigo")
plt.xlabel("model number, p=0.65", weight='bold')
plt.ylabel("mu", weight='bold')
;
#mdlp.plot('mdl_n', 'm', kind='line');
''
mdlp[mdlp.m >= 0.95].iloc[[0]]
| mdl_n | m | |
|---|---|---|
| 28 | 29 | 0.952363 |
Опишите ваши наблюдения:
4 балла
Реализуйте свой собственный класс RandomForestClassifierCustom, используя в качестве базовой модели DecisionTreeClassifier из sklearn.
Небольшое описание:
fit в цикле (i от 0 до n_estimators-1):random_state + i). Идея в том, что на каждой итерации у нас будет новое значение для генератора случайных чисел, что добавит побольше "случайности", но в то же время мы сможем иметь воспроизводимые результатыmax_features признаков без возвращения/without replacement, сохраните список выбранных признаков (их индексов) в self.feat_ids_by_treenp.random.choice и ее аргумент replacemax_depth, max_features и random_state на полученной псевдовыборке.fit должен возвращать текущий экземпляр класса RandomForestClassifierCustom, то есть self (все по-взрослому, как в sklearn)predict_proba мы должны пройти циклом по всем деревьям. Для каждого предсказания, нам нужно будет брать только те признаки, на которых училось изначальное дерево, поэтому мы и сохраняли эту информацию в артрибуте self.feat_ids_by_tree. Этот метод должен возвращать предсказанные вероятности (можно делать двумя способами: для каждого дерева предсказывать значение при помощи метода predict_proba и потом усреднять эти вероятности, или к примеру пользоваться методом predict и также считать среднее.class RandomForestClassifierCustom(BaseEstimator):
def __init__(
self, n_estimators=10, max_depth=None, max_features=None, random_state=SEED
):
self.n_estimators = n_estimators
self.max_depth = max_depth
self.max_features = max_features
self.random_state = random_state
self.trees = []
self.feat_ids_by_tree = []
def fit(self, X, y):
self.classes_ = sorted(np.unique(y))
for tree_num in range(self.n_estimators):
np.random.seed(seed=self.random_state + tree_num)
mx_ftrs = np.random.choice(X.shape[1], self.max_features, replace=False)
self.feat_ids_by_tree.append(mx_ftrs)
psample = np.random.choice(X.shape[0], X.shape[0] // 2, replace=True) # let's say the pseudosample is half the size of X
psample_X = X[np.ix_(psample, mx_ftrs)]
psample_y = y[psample]
mdl = DecisionTreeClassifier(max_depth=self.max_depth,
max_features=self.max_features,
random_state=self.random_state)
mdl.fit(psample_X, psample_y)
self.trees.append(mdl)
return self
def predict_proba(self, X):
y_proba = []
tree_num = 0
for tree in self.trees:
tree_y_proba = tree.predict_proba(X[:, self.feat_ids_by_tree[tree_num]])
tree_num += 1
y_proba.append(tree_y_proba)
return np.array(y_proba).mean(axis=0)
def predict(self, X):
probas = self.predict_proba(X)
predictions = np.argmax(probas, axis=1)
return predictions
Протестируем нашу реализацию на искусственных данных. Визуализируйте разделяющую границу, которую рисует ваша модель при помощи функции plot_decision_boundary (см. примеры в лекции).
def plot_decision_boundary(clf, X, y, axes=[-1.5, 2.5, -1, 1.5], alpha=0.5, contour=True):
x1s = np.linspace(axes[0], axes[1], 100)
x2s = np.linspace(axes[2], axes[3], 100)
x1, x2 = np.meshgrid(x1s, x2s)
X_new = np.c_[x1.ravel(), x2.ravel()]
y_pred = clf.predict(X_new).reshape(x1.shape)
custom_cmap = ListedColormap(["#ffdab9","#9898ff", "#4B0082"])
plt.contourf(x1, x2, y_pred, alpha=0.3, cmap=custom_cmap)
if contour:
custom_cmap2 = ListedColormap(["#ffdab9", "#4c4c7f", "#4B0082"])
plt.contour(x1, x2, y_pred, cmap=custom_cmap2, alpha=0.8)
plt.plot(X[:, 0][y==0], X[:, 1][y==0], "yo", alpha=alpha)
plt.plot(X[:, 0][y==1], X[:, 1][y==1], "bs", alpha=alpha)
plt.axis(axes)
plt.xlabel(r"$x_1$", fontsize=18)
plt.ylabel(r"$x_2$", fontsize=18, rotation=0)
X, y = datasets.make_moons(n_samples=500, noise=0.30, random_state=SEED)
plt.figure(figsize=(8, 6))
plt.plot(X[:, 0][y==0], X[:, 1][y==0], "yo")
plt.plot(X[:, 0][y==1], X[:, 1][y==1], "bs")
plt.show()
First I'll try it with some random parameters
my_random_forest = RandomForestClassifierCustom(n_estimators=10, max_depth=10, max_features=2)
my_random_forest.fit(X, y)
plot_decision_boundary(my_random_forest, X, y)
my_random_forest = RandomForestClassifierCustom(n_estimators=30, max_depth=5, max_features=2)
my_random_forest.fit(X, y)
plot_decision_boundary(my_random_forest, X, y)
Подберите наилучшие гиперпараметры, при которых разделяющая граница будет, на ваш взгляд, оптимальной с точки зрения bias-variance. Можно также подключить какие-то метрики для выбора лучшей модели.
test_proportion = 0.25
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_proportion, random_state=SEED)
n_est = range(1, 50)
m_depth = range(1, 20)
m_features = [1, 2]
best_n_est = None
mest_m_depth = None
best_m_features = None
best_accuracy_score = 0
for estimators_n in n_est:
for depth_max in m_depth:
for features_max in m_features:
mdl = RandomForestClassifierCustom(n_estimators=estimators_n, max_depth=depth_max, max_features=features_max)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy = accuracy_score(y_test, y_pred)
if accuracy > best_accuracy_score:
best_accuracy_score = accuracy
best_n_est = estimators_n
best_m_depth = depth_max
best_m_features = features_max
print(f'Best model: n_estimators {best_n_est}, max_depth = {best_m_depth}, max_features = {best_m_features}, accuracy score = {best_accuracy_score}')
Best model: n_estimators 9, max_depth = 5, max_features = 2, accuracy score = 0.936
Best model
best_random_forest = RandomForestClassifierCustom(n_estimators=best_n_est, max_depth=best_m_depth, max_features=best_m_features)
plt.figure(figsize=(13, 6))
plt.suptitle(f"{best_n_est} estimators, {best_m_depth} max depth, {best_m_features} max features, accuracy {best_accuracy_score}",size=14, weight="bold")
plt.subplot(1, 2, 1)
best_random_forest.fit(X_train, y_train)
plt.title(f"on train data only", weight="bold")
plot_decision_boundary(best_random_forest, X_train, y_train)
plt.subplot(1, 2, 2)
plt.title("on all data", weight="bold")
best_random_forest.fit(X, y)
plot_decision_boundary(best_random_forest, X, y)
3 балла
Как мы выянили на лекции, для того, чтобы bagging работал хорошо, предсказания наших моделей не должны сильно коррелировать. Для этого в случайном лесе применяются различные подходы, в том числе и RSM. Давайте посмотрим, как влияет параметр max_features на корреляцию базовых моделей в случайном лесу из sklearn. В качестве примера будем использовать датасет breast_cancer. Для расчета корреляций используйте приведенную ниже функцию base_model_pair_correlation. Для каждой модели у вас будет получаться набор значений (попарные корреляции всех деревьев), дальше можно изобразить их в виде боксплотов, как мы на лекции рисовали распределение метрик.
# Функция для расчета попарных корреляций базовых моделей в случайном лесу
def base_model_pair_correlation(ensemble, X):
corrs = []
for (i, est1), (j, est2) in combinations(enumerate(ensemble.estimators_), 2):
Xi_test = X
Xj_test = X
ypred_t1 = est1.predict_proba(Xi_test)[:, 1]
ypred_t2 = est2.predict_proba(Xj_test)[:, 1]
corrs.append(pearsonr(ypred_t1, ypred_t2)[0])
return np.array(corrs)
# Загрузим данные
breast_cancer = datasets.load_breast_cancer()
X = breast_cancer.data
y = breast_cancer.target
X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)
len(X_train[0]) # 30 features in dataset
30
corr_lst = []
for ftrs in range(1, 31):
mdl = RandomForestClassifier(max_features=ftrs)
mdl.fit(X_train, y_train)
corr_lst.append(base_model_pair_correlation(mdl, X_test))
ax = sns.boxplot(corr_lst, palette="light:indigo")
ax.set_xticklabels([int(t.get_text()) + 1 for t in ax.get_xticklabels()])
plt.xlabel("max_features", weight="bold")
plt.ylabel("correlations", weight="bold")
;
''
Теперь давайте посмотрим, как на это влияет параметр max_depth:
corr_lst_d = []
for dpth in range(1, 20):
mdl = RandomForestClassifier(max_depth=dpth)
mdl.fit(X_train, y_train)
corr_lst_d.append(base_model_pair_correlation(mdl, X_test))
ax = sns.boxplot(corr_lst_d, palette="light:indigo")
ax.set_xticklabels([int(t.get_text()) + 1 for t in ax.get_xticklabels()])
plt.xlabel("max_depth", weight="bold")
plt.ylabel("correlations", weight="bold")
;
''
Опишите ваши наблюдения:
4 балла + 3 дополнительных за скор выше 0.89
В данной задаче вам нужно диагностировать сердечное заболевание у людей по медицинским показателям.
#!gdown --id 1VFbDK-Ad-hpf0_GGCBzn4thdn9mkQ-Y- -O heart.csv -q
heart_dataset = pd.read_csv("../data/heart.csv")
X = heart_dataset.drop("target", axis=1)
y = heart_dataset["target"]
X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=SEED)
X_train.head()
| age | sex | cp | trestbps | chol | fbs | restecg | thalach | exang | oldpeak | slope | ca | thal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 178 | 43 | 1 | 0 | 120 | 177 | 0 | 0 | 120 | 1 | 2.5 | 1 | 0 | 3 |
| 298 | 57 | 0 | 0 | 140 | 241 | 0 | 1 | 123 | 1 | 0.2 | 1 | 0 | 3 |
| 201 | 60 | 1 | 0 | 125 | 258 | 0 | 0 | 141 | 1 | 2.8 | 1 | 1 | 3 |
| 246 | 56 | 0 | 0 | 134 | 409 | 0 | 0 | 150 | 1 | 1.9 | 1 | 2 | 3 |
| 153 | 66 | 0 | 2 | 146 | 278 | 0 | 0 | 152 | 0 | 0.0 | 1 | 1 | 2 |
Обучите разнообразные классификаторы, приведенные ниже, а также ансамбль VotingClassifier из sklearn.ensemble, объединяющий эти классификаторы с помощью жесткого или мякого голосования (параметр voting = 'hard' или 'soft' соответственно). Оцените качество моделей с помощью кросс-валидации на тренировочном наборе, используя функцию cross_val_score и метрику f1. Часть моделей отсюда мы не проходили, о них можно почитать дополнительно, но в принципе для задания не очень важно знать принципы их работы (но, если есть время, то почитайте, там интересно).
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
rf = RandomForestClassifier(n_estimators=50, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("LGBM_RF", lgbm_rf), ("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
Здесь могут возникать различные предупреждения при обучении бустингов, не волнуйтесь, все нормально, просто они обычно очень разговорчивые)
## ENTER YOUR CODE HERE (/¯◡ ‿ ◡)/¯☆*##
voting_hard = VotingClassifier(estimators=base_models, voting='hard')
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
## END YOUR CODE HERE ##
for model in [dt, rf, cat, etc, knn, svc_lin, svc_rbf, xgb, lgbm, xgb_rf, lgbm_rf, lr, nb, voting_hard, voting_soft]:
scores = cross_val_score(model, X_train, y_train, cv=3, scoring="f1")
print(f"{model.__class__.__name__}: {scores.mean()}")
DecisionTreeClassifier: 0.797997226792219 RandomForestClassifier: 0.8328751280279528 CatBoostClassifier: 0.8342715174922052 ExtraTreesClassifier: 0.828174603174603 KNeighborsClassifier: 0.6493313763861709 SVC: 0.8403098469098905 SVC: 0.6973119072190279 XGBClassifier: 0.820158269808819 LGBMClassifier: 0.8170106316447779 XGBRFClassifier: 0.8426829268292683 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 LGBMClassifier: 0.8132478632478634 LogisticRegression: 0.8500073681108163 GaussianNB: 0.8140676625250128 VotingClassifier: 0.8395804737268152 VotingClassifier: 0.8455110375195781
Вы можете заметить, что ансамбль показывает хорошее, но не лучшее качество предсказания, попробуем его улучшить. Как вы знаете, ансамбли работают лучше, когда модели, входящие в них не скоррелированы друг с другом. Определите корреляцию предсказаний базовых моделей в ансамбле на тестовом наборе данных, и удалите из ансамбля те модели, чьи предсказания будут сильнее коррелировать с остальными. Воспользуйтесь функцией base_model_pair_correlation_for_voting_clf. Спойлер: далеко не факт, что если вы удалите две модели с корреляцией 0.95, то все станет сильно лучше, здесь все будет немного сложнее. Чтобы добиться максимального качества может понадобиться долгий перебор различных комбинаций моделей. Наилучший скор, который мне удалось достичь, это 0.915, но он получен весьма странной комбинацией алгоритмов, а еще и простым перебором всех вариантов)
def base_model_pair_correlation_for_voting_clf(ensemble, X):
corrs = []
base_model_names = [f"{est.__class__.__name__}" for est in ensemble.estimators_]
for (i, est1), (j, est2) in combinations(enumerate(ensemble.estimators_), 2):
Xi_test = X
Xj_test = X
if not isinstance(est1, SVC):
ypred_t1 = est1.predict_proba(Xi_test)[:, 1]
else:
ypred_t1 = est1.decision_function(Xi_test)
if not isinstance(est2, SVC):
ypred_t2 = est2.predict_proba(Xi_test)[:, 1]
else:
ypred_t2 = est2.decision_function(Xi_test)
corrs.append((est1.__str__, est2.__str__, pearsonr(ypred_t1, ypred_t2)[0]))
return corrs
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
ens_search_df.pivot(index='classifier_1', columns='classifier_2', values='corr_score')
| classifier_2 | <method-wrapper '__str__' of RandomForestClassifier object at 0x7f76dc701d00> | <method-wrapper '__str__' of ExtraTreesClassifier object at 0x7f771da08fa0> | <method-wrapper '__str__' of KNeighborsClassifier object at 0x7f76d29034c0> | <method-wrapper '__str__' of SVC object at 0x7f76d29447f0> | <method-wrapper '__str__' of SVC object at 0x7f76d29447c0> | <method-wrapper '__str__' of CatBoostClassifier object at 0x7f770f3c09d0> | <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0490> | <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0070> | <method-wrapper '__str__' of XGBClassifier object at 0x7f770f3c0310> | <method-wrapper '__str__' of XGBRFClassifier object at 0x7f770f3c0190> | <method-wrapper '__str__' of LogisticRegression object at 0x7f770f3c07f0> | <method-wrapper '__str__' of GaussianNB object at 0x7f76d29bb4f0> |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| classifier_1 | ||||||||||||
| <method-wrapper '__str__' of DecisionTreeClassifier object at 0x7f770f3c0910> | 0.813489 | 0.774954 | 0.313329 | 0.715386 | 0.282014 | 0.787569 | 0.828276 | 0.861266 | 0.804967 | 0.882673 | 0.739982 | 0.682771 |
| <method-wrapper '__str__' of RandomForestClassifier object at 0x7f76dc701d00> | NaN | 0.921565 | 0.392417 | 0.826408 | 0.405527 | 0.945070 | 0.914687 | 0.914669 | 0.902006 | 0.933861 | 0.837771 | 0.798843 |
| <method-wrapper '__str__' of ExtraTreesClassifier object at 0x7f771da08fa0> | NaN | NaN | 0.322398 | 0.887773 | 0.358855 | 0.952720 | 0.892875 | 0.859303 | 0.868802 | 0.887910 | 0.869349 | 0.852299 |
| <method-wrapper '__str__' of KNeighborsClassifier object at 0x7f76d29034c0> | NaN | NaN | NaN | 0.249799 | 0.565980 | 0.317207 | 0.297462 | 0.401503 | 0.307965 | 0.385889 | 0.269734 | 0.231372 |
| <method-wrapper '__str__' of SVC object at 0x7f76d29447f0> | NaN | NaN | NaN | NaN | 0.333977 | 0.862809 | 0.824738 | 0.792864 | 0.793085 | 0.793540 | 0.952143 | 0.832568 |
| <method-wrapper '__str__' of SVC object at 0x7f76d29447c0> | NaN | NaN | NaN | NaN | NaN | 0.310658 | 0.234962 | 0.389275 | 0.238971 | 0.321431 | 0.401675 | 0.422335 |
| <method-wrapper '__str__' of CatBoostClassifier object at 0x7f770f3c09d0> | NaN | NaN | NaN | NaN | NaN | NaN | 0.955278 | 0.882031 | 0.934455 | 0.935241 | 0.870647 | 0.824656 |
| <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0490> | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.854470 | 0.963439 | 0.947733 | 0.837672 | 0.760965 |
| <method-wrapper '__str__' of LGBMClassifier object at 0x7f770f3c0070> | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.848501 | 0.916220 | 0.789240 | 0.742768 |
| <method-wrapper '__str__' of XGBClassifier object at 0x7f770f3c0310> | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.947816 | 0.817463 | 0.718442 |
| <method-wrapper '__str__' of XGBRFClassifier object at 0x7f770f3c0190> | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.807342 | 0.734720 |
| <method-wrapper '__str__' of LogisticRegression object at 0x7f770f3c07f0> | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.892515 |
ens_search_df.sort_values('corr_score')
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 41 | <method-wrapper '__str__' of KNeighborsClassif... | <method-wrapper '__str__' of GaussianNB object... | 0.231372 |
| 51 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.234962 |
| 53 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of XGBClassifier obj... | 0.238971 |
| 33 | <method-wrapper '__str__' of KNeighborsClassif... | <method-wrapper '__str__' of SVC object at 0x7... | 0.249799 |
| 40 | <method-wrapper '__str__' of KNeighborsClassif... | <method-wrapper '__str__' of LogisticRegressio... | 0.269734 |
| ... | ... | ... | ... |
| 72 | <method-wrapper '__str__' of XGBClassifier obj... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.947816 |
| 48 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 26 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 57 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 64 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
78 rows × 3 columns
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("LGBM_RF", lgbm_rf),
("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500429864957745
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 13 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.914669 |
| 39 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.916220 |
| 9 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of ExtraTreesClassif... | 0.921565 |
| 14 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.933861 |
| 33 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("LGBM_RF", lgbm_rf),
("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441819224951755
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 27 | <method-wrapper '__str__' of LogisticRegressio... | <method-wrapper '__str__' of GaussianNB object... | 0.892515 |
| 9 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.914669 |
| 22 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.916220 |
| 7 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of ExtraTreesClassif... | 0.921565 |
| 10 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.933861 |
base_models = [("DT", dt), ("RF", rf),
("ETC", etc),
("LGBM_RF", lgbm_rf),
("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8540907687557889
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 2 | <method-wrapper '__str__' of DecisionTreeClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.861266 |
| 10 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of LogisticRegressio... | 0.869349 |
| 14 | <method-wrapper '__str__' of LogisticRegressio... | <method-wrapper '__str__' of GaussianNB object... | 0.892515 |
| 6 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.914669 |
| 5 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of ExtraTreesClassif... | 0.921565 |
base_models = [("DT", dt),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.862026862026862
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 33 | <method-wrapper '__str__' of XGBClassifier obj... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.947816 |
| 20 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 10 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 26 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 30 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8622968495399395
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 23 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of XGBClassifier obj... | 0.934455 |
| 17 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 9 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 22 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 25 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt), ("RF", rf),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8618863640214869
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 11 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of CatBoostClassifie... | 0.945070 |
| 25 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 17 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 30 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 33 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
let's make DT and RF better
max_depth_r = range(1, 20)
min_samples_leaf_r = range(1, 20)
min_samples_split_r = range(2, 20)
best_depth = None
best_min_samples_leaf = None
best_min_samples_split = None
best_f1 = 0
for d in max_depth_r:
for sl in min_samples_leaf_r:
for ss in min_samples_split_r:
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
dt.fit(X_train, y_train)
this_f1 = cross_val_score(dt, X_train, y_train, cv=3, scoring="f1")
if this_f1.mean() > best_f1:
best_depth = d
best_min_samples_leaf = sl
best_min_samples_split = ss
best_f1 = this_f1.mean()
print(f'best depth {best_depth}, best min samples leaf {best_min_samples_leaf}, best min samples split {best_min_samples_split} best f1 {best_f1}')
best depth 1, best min samples leaf 1, best min samples split 2 best f1 0.797997226792219
n_est = range(1, 50)
m_depth = range(1, 20)
m_features = range(1, 10)
best_n_est = None
mest_m_depth = None
best_m_features = None
best_f1_score = 0
for estimators_n in n_est:
for depth_max in m_depth:
for features_max in m_features:
mdl = RandomForestClassifier(n_estimators=estimators_n, max_depth=depth_max, max_features=features_max)
mdl.fit(X_train, y_train)
this_f1 = cross_val_score(mdl, X_train, y_train, cv=3, scoring="f1")
if this_f1.mean() > best_f1_score:
best_f1_score = this_f1.mean()
best_n_est = estimators_n
best_m_depth = depth_max
best_m_features = features_max
print(f'Best model: n_estimators {best_n_est}, max_depth = {best_m_depth}, max_features = {best_m_features}, f1 score = {best_f1_score}')
Best model: n_estimators 25, max_depth = 19, max_features = 5, f1 score = 0.88369939707149
Set dt and rf with best hyperparameters
dt = DecisionTreeClassifier(random_state=SEED, max_depth=1, min_samples_leaf=1, min_samples_split=2)
rf = RandomForestClassifier(n_estimators=25, max_depth=19, max_features=5, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("LGBM_RF", lgbm_rf), ("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8408732490939368
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 72 | <method-wrapper '__str__' of XGBClassifier obj... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.947816 |
| 48 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 26 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 57 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 64 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt), ("RF", rf),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8429295261502139
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 31 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of XGBClassifier obj... | 0.934455 |
| 25 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 17 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 30 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 33 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8431938431938434
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 23 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of XGBClassifier obj... | 0.934455 |
| 17 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 9 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 22 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 25 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt), ("RF", rf),
("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat),
("LGBM_RF", lgbm_rf),
("LR", lr), ("NB", nb)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
[LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402858185990715
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 30 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.882031 |
| 35 | <method-wrapper '__str__' of LogisticRegressio... | <method-wrapper '__str__' of GaussianNB object... | 0.892515 |
| 12 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.901627 |
| 11 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of CatBoostClassifie... | 0.914540 |
| 24 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
ok, the idea with best dt hyperparameters failed, back to original
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
base_models = [("DT", dt),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8622968495399395
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 23 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of XGBClassifier obj... | 0.934455 |
| 17 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 9 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 22 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 25 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
base_models = [("DT", dt),
("ETC", etc),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("XGB", xgb),
("LR", lr)]
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("LGBM_RF", lgbm_rf), ("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.853160683723441
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 63 | <method-wrapper '__str__' of XGBClassifier obj... | <method-wrapper '__str__' of XGBRFClassifier o... | 0.947816 |
| 44 | <method-wrapper '__str__' of SVC object at 0x7... | <method-wrapper '__str__' of LogisticRegressio... | 0.952143 |
| 24 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 51 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
| 57 | <method-wrapper '__str__' of LGBMClassifier ob... | <method-wrapper '__str__' of XGBClassifier obj... | 0.963439 |
sample_list = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("LGBM_RF", lgbm_rf), ("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr)]
list_combinations = list()
for n in range(2, len(sample_list) + 1):
list_combinations.extend(list(combinations(sample_list, n)))
features_comb_res = list()
for features_comb in list_combinations:
print([features_comb[i][0] for i in range(len(features_comb))])
voting_soft = VotingClassifier(estimators=features_comb, voting='soft')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
features_comb_res.append([[features_comb[i][0] for i in range(len(features_comb))], scores.mean()])
['DT', 'RF'] VotingClassifier: 0.8113863399842575 ['DT', 'ETC'] VotingClassifier: 0.8097494553376906 ['DT', 'KNN'] VotingClassifier: 0.7540859661761176 ['DT', 'SVC_LIN'] VotingClassifier: 0.8251166829480082 ['DT', 'SVC_RBF'] VotingClassifier: 0.7896153846153845 ['DT', 'CAT'] VotingClassifier: 0.8202408757964313 ['DT', 'LGBM'] VotingClassifier: 0.8172132976349843 ['DT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8092298647854202 ['DT', 'XGB'] VotingClassifier: 0.8106317160534028 ['DT', 'XGB_RF'] VotingClassifier: 0.8089284784080846 ['DT', 'LR'] VotingClassifier: 0.8304127936650326 ['RF', 'ETC'] VotingClassifier: 0.8419134698204466 ['RF', 'KNN'] VotingClassifier: 0.7798927492384866 ['RF', 'SVC_LIN'] VotingClassifier: 0.8496310824694125 ['RF', 'SVC_RBF'] VotingClassifier: 0.8389679040439956 ['RF', 'CAT'] VotingClassifier: 0.8372489959839357 ['RF', 'LGBM'] VotingClassifier: 0.8318154631339861 ['RF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8457086400404389 ['RF', 'XGB'] VotingClassifier: 0.8244556808242445 ['RF', 'XGB_RF'] VotingClassifier: 0.8310122844318449 ['RF', 'LR'] VotingClassifier: 0.8512585224619408 ['ETC', 'KNN'] VotingClassifier: 0.7935905785303375 ['ETC', 'SVC_LIN'] VotingClassifier: 0.8550135797080363 ['ETC', 'SVC_RBF'] VotingClassifier: 0.7905555555555556 ['ETC', 'CAT'] VotingClassifier: 0.863476984862527 ['ETC', 'LGBM'] VotingClassifier: 0.8255472170106316 ['ETC', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8525154170723791 ['ETC', 'XGB'] VotingClassifier: 0.8316006064544076 ['ETC', 'XGB_RF'] VotingClassifier: 0.8532446976891421 ['ETC', 'LR'] VotingClassifier: 0.8531554362949713 ['KNN', 'SVC_LIN'] VotingClassifier: 0.7935355630455448 ['KNN', 'SVC_RBF'] VotingClassifier: 0.6775167531009595 ['KNN', 'CAT'] VotingClassifier: 0.8182984017609339 ['KNN', 'LGBM'] VotingClassifier: 0.7863492063492062 ['KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.7661111111111111 ['KNN', 'XGB'] VotingClassifier: 0.8122188786822934 ['KNN', 'XGB_RF'] VotingClassifier: 0.806837606837607 ['KNN', 'LR'] VotingClassifier: 0.7867514573396925 ['SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.843182537626982 ['SVC_LIN', 'CAT'] VotingClassifier: 0.860196681208845 ['SVC_LIN', 'LGBM'] VotingClassifier: 0.839204008319153 ['SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8624338624338623 ['SVC_LIN', 'XGB'] VotingClassifier: 0.839958395513951 ['SVC_LIN', 'XGB_RF'] VotingClassifier: 0.856636301302772 ['SVC_LIN', 'LR'] VotingClassifier: 0.8445086867439446 ['SVC_RBF', 'CAT'] VotingClassifier: 0.8364737049687823 ['SVC_RBF', 'LGBM'] VotingClassifier: 0.8168254564717611 ['SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8241968557758031 ['SVC_RBF', 'XGB'] VotingClassifier: 0.8115514690340309 ['SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8502337069293566 ['SVC_RBF', 'LR'] VotingClassifier: 0.8354203935599286 ['CAT', 'LGBM'] VotingClassifier: 0.8422243068584532 ['CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8588909735251198 ['CAT', 'XGB'] VotingClassifier: 0.8380318868123746 ['CAT', 'XGB_RF'] VotingClassifier: 0.8443542617521645 ['CAT', 'LR'] VotingClassifier: 0.8694543828264759 ['LGBM', 'LGBM_RF'] VotingClassifier: 0.8317269076305221 ['LGBM', 'XGB'] VotingClassifier: 0.833491611269389 ['LGBM', 'XGB_RF'] VotingClassifier: 0.8353273722065963 ['LGBM', 'LR'] VotingClassifier: 0.8541125619744655 ['LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.828496606274384 ['LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8428013557323902 ['LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8525154170723791 ['XGB', 'XGB_RF'] VotingClassifier: 0.8320218875774431 ['XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['XGB_RF', 'LR'] VotingClassifier: 0.8499249696647687 ['DT', 'RF', 'ETC'] VotingClassifier: 0.832208210626998 ['DT', 'RF', 'KNN'] VotingClassifier: 0.809839443917177 ['DT', 'RF', 'SVC_LIN'] VotingClassifier: 0.8419952596423185 ['DT', 'RF', 'SVC_RBF'] VotingClassifier: 0.8158202429973057 ['DT', 'RF', 'CAT'] VotingClassifier: 0.8336944416320745 ['DT', 'RF', 'LGBM'] VotingClassifier: 0.8307460611677481 ['DT', 'RF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8306723599121261 ['DT', 'RF', 'XGB'] VotingClassifier: 0.8267673163353445 ['DT', 'RF', 'XGB_RF'] VotingClassifier: 0.8403093298773582 ['DT', 'RF', 'LR'] VotingClassifier: 0.8500192878737586 ['DT', 'ETC', 'KNN'] VotingClassifier: 0.8225733061955589 ['DT', 'ETC', 'SVC_LIN'] VotingClassifier: 0.8390554700003019 ['DT', 'ETC', 'SVC_RBF'] VotingClassifier: 0.8079573934837093 ['DT', 'ETC', 'CAT'] VotingClassifier: 0.8273529351834873 ['DT', 'ETC', 'LGBM'] VotingClassifier: 0.8362230058010107 ['DT', 'ETC', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8301324580394348 ['DT', 'ETC', 'XGB'] VotingClassifier: 0.8139639221510566 ['DT', 'ETC', 'XGB_RF'] VotingClassifier: 0.8359509006854774 ['DT', 'ETC', 'LR'] VotingClassifier: 0.8355239138371667 ['DT', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8125763125763125 ['DT', 'KNN', 'SVC_RBF'] VotingClassifier: 0.7566214177978884 ['DT', 'KNN', 'CAT'] VotingClassifier: 0.8278455284552845 ['DT', 'KNN', 'LGBM'] VotingClassifier: 0.8165442517059956 ['DT', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8149979925725184 ['DT', 'KNN', 'XGB'] VotingClassifier: 0.8377921386051468 ['DT', 'KNN', 'XGB_RF'] VotingClassifier: 0.808157018317171 ['DT', 'KNN', 'LR'] VotingClassifier: 0.8111420039130882 ['DT', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8167277167277166 ['DT', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8424621130503483 ['DT', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8515875348082224 ['DT', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8397740470911202 ['DT', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8305452385985044 ['DT', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8503052503052503 ['DT', 'SVC_LIN', 'LR'] VotingClassifier: 0.8384920634920635 ['DT', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8206072041696953 ['DT', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8180749291860403 ['DT', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8147839109970046 ['DT', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8163324979114451 ['DT', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8125857881955443 ['DT', 'SVC_RBF', 'LR'] VotingClassifier: 0.8252747252747253 ['DT', 'CAT', 'LGBM'] VotingClassifier: 0.8375435540069688 ['DT', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8342731829573934 ['DT', 'CAT', 'XGB'] VotingClassifier: 0.8252665948346231 ['DT', 'CAT', 'XGB_RF'] VotingClassifier: 0.8533160606331337 ['DT', 'CAT', 'LR'] VotingClassifier: 0.8402309158715457 ['DT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.837428662016487 ['DT', 'LGBM', 'XGB'] VotingClassifier: 0.8109214092140921 ['DT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8351086048454469 ['DT', 'LGBM', 'LR'] VotingClassifier: 0.8523618282654427 ['DT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.832208210626998 ['DT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8394442897366874 ['DT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523324065492739 ['DT', 'XGB', 'XGB_RF'] VotingClassifier: 0.832365466511808 ['DT', 'XGB', 'LR'] VotingClassifier: 0.8441938178780285 ['DT', 'XGB_RF', 'LR'] VotingClassifier: 0.8382101558572147 ['RF', 'ETC', 'KNN'] VotingClassifier: 0.831162196679438 ['RF', 'ETC', 'SVC_LIN'] VotingClassifier: 0.8543255910867856 ['RF', 'ETC', 'SVC_RBF'] VotingClassifier: 0.8116428145497913 ['RF', 'ETC', 'CAT'] VotingClassifier: 0.8518925518925519 ['RF', 'ETC', 'LGBM'] VotingClassifier: 0.8434078193114338 ['RF', 'ETC', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8569077013521458 ['RF', 'ETC', 'XGB'] VotingClassifier: 0.8318891741548994 ['RF', 'ETC', 'XGB_RF'] VotingClassifier: 0.8492063492063492 ['RF', 'ETC', 'LR'] VotingClassifier: 0.844822102961638 ['RF', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8334169638698098 ['RF', 'KNN', 'SVC_RBF'] VotingClassifier: 0.7610919043503314 ['RF', 'KNN', 'CAT'] VotingClassifier: 0.8309739159412363 ['RF', 'KNN', 'LGBM'] VotingClassifier: 0.8102573506938077 ['RF', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8070418826825124 ['RF', 'KNN', 'XGB'] VotingClassifier: 0.8314113869669425 ['RF', 'KNN', 'XGB_RF'] VotingClassifier: 0.8287157287157286 ['RF', 'KNN', 'LR'] VotingClassifier: 0.8391781685258713 ['RF', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8463387919749953 ['RF', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8468654158078522 ['RF', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8520665999080319 ['RF', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8460511033681765 ['RF', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8536144578313253 ['RF', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8420843869304377 ['RF', 'SVC_LIN', 'LR'] VotingClassifier: 0.8451252542786006 ['RF', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8341463414634146 ['RF', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8263239399311285 ['RF', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8388250319284802 ['RF', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8360284701748117 ['RF', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8350608895643683 ['RF', 'SVC_RBF', 'LR'] VotingClassifier: 0.8467526942711289 ['RF', 'CAT', 'LGBM'] VotingClassifier: 0.8353134055208175 ['RF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8608252088316216 ['RF', 'CAT', 'XGB'] VotingClassifier: 0.8430268918073796 ['RF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['RF', 'CAT', 'LR'] VotingClassifier: 0.8466985589416489 ['RF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8287591009813232 ['RF', 'LGBM', 'XGB'] VotingClassifier: 0.8383601604417357 ['RF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.849244012802119 ['RF', 'LGBM', 'LR'] VotingClassifier: 0.8505260640841703 ['RF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834538425084204 ['RF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455823293172692 ['RF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8412404467960023 ['RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'XGB_RF', 'LR'] VotingClassifier: 0.838855421686747 ['ETC', 'KNN', 'SVC_LIN'] VotingClassifier: 0.834270094732999 ['ETC', 'KNN', 'SVC_RBF'] VotingClassifier: 0.7951898230967999 ['ETC', 'KNN', 'CAT'] VotingClassifier: 0.8301308827624617 ['ETC', 'KNN', 'LGBM'] VotingClassifier: 0.8220576131687243 ['ETC', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8221990526207393 ['ETC', 'KNN', 'XGB'] VotingClassifier: 0.8385964912280701 ['ETC', 'KNN', 'XGB_RF'] VotingClassifier: 0.8301308827624617 ['ETC', 'KNN', 'LR'] VotingClassifier: 0.8418458523087566 ['ETC', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8401515151515152 ['ETC', 'SVC_LIN', 'CAT'] VotingClassifier: 0.857051282051282 ['ETC', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8498677248677248 ['ETC', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.857051282051282 ['ETC', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8479245311452187 ['ETC', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8615079365079366 ['ETC', 'SVC_LIN', 'LR'] VotingClassifier: 0.8504777147291334 ['ETC', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8200881951714729 ['ETC', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8395804737268152 ['ETC', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8200881951714729 ['ETC', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8465966429821852 ['ETC', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8318710973277054 ['ETC', 'SVC_RBF', 'LR'] VotingClassifier: 0.8374654444929434 ['ETC', 'CAT', 'LGBM'] VotingClassifier: 0.8370924343146565 ['ETC', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8639918648954792 ['ETC', 'CAT', 'XGB'] VotingClassifier: 0.836518803784529 ['ETC', 'CAT', 'XGB_RF'] VotingClassifier: 0.8564193008637453 ['ETC', 'CAT', 'LR'] VotingClassifier: 0.8602258852258853 ['ETC', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.829133714900927 ['ETC', 'LGBM', 'XGB'] VotingClassifier: 0.8468791808171247 ['ETC', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8424753867791842 ['ETC', 'LGBM', 'LR'] VotingClassifier: 0.8486772486772486 ['ETC', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8372188786822935 ['ETC', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8579796475552245 ['ETC', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8552308802308802 ['ETC', 'XGB', 'XGB_RF'] VotingClassifier: 0.8337831846867991 ['ETC', 'XGB', 'LR'] VotingClassifier: 0.8625660536884379 ['ETC', 'XGB_RF', 'LR'] VotingClassifier: 0.8566556158328309 ['KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.7811180588958367 ['KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8449369813897692 ['KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8389140271493213 ['KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.822585460516495 ['KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8452168746286394 ['KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8458476389510872 ['KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.83830789093947 ['KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8063745040489226 ['KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.791835933666961 ['KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.7638284922103741 ['KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.817673185196797 ['KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.7922398589065255 ['KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.7775127724904126 ['KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8131137155527398 ['KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8317053317053317 ['KNN', 'CAT', 'XGB'] VotingClassifier: 0.8266303580895281 ['KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8373596951910205 ['KNN', 'CAT', 'LR'] VotingClassifier: 0.8467115214103166 ['KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.7970313191196725 ['KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8072003099780879 ['KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8101384212495324 ['KNN', 'LGBM', 'LR'] VotingClassifier: 0.8366357069143447 ['KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8302311811347955 ['KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8249446027223805 ['KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8351732511441113 ['KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8247567949464968 ['KNN', 'XGB', 'LR'] VotingClassifier: 0.8452028324459224 ['KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8448349556060695 ['SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8552609188882587 ['SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8480392156862745 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8521423231473695 ['SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8405342983656237 ['SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8602242088832126 ['SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8542375963916776 ['SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8507752529103757 ['SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8612536566017154 ['SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8526951275308087 ['SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8587201215927504 ['SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8627026267427929 ['SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8400459158088832 ['SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8586183901652777 ['SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8545339569772894 ['SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8446629990167525 ['SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853939092715336 ['SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8584486311451281 ['SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8518399178107781 ['SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8533284114679464 ['SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8216064853491755 ['SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.850609756097561 ['SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8360284701748117 ['SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8540365528927619 ['SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.862267005567659 ['SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8155609822276487 ['SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8249446027223805 ['SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8443819053575151 ['SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.845717712478875 ['SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8382633096488519 ['SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8495098039215687 ['SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8510288065843622 ['SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8388589730053143 ['SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8634319073595559 ['CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8384098085995104 ['CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8478954409797262 ['CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8482384823848239 ['CAT', 'LGBM', 'LR'] VotingClassifier: 0.8575741091949798 ['CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380318868123746 ['CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434078193114338 ['CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8564193008637453 ['CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8482384823848239 ['CAT', 'XGB', 'LR'] VotingClassifier: 0.8559954102122777 ['CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8556470629641361 ['LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8385458474837914 ['LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8290756568534347 ['LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8304157661829784 ['LGBM', 'XGB', 'LR'] VotingClassifier: 0.8432783577718571 ['LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586183901652777 ['LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8366389707853122 ['LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8559954102122777 ['LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8479245311452187 ['XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8490813069126322 ['DT', 'RF', 'ETC', 'KNN'] VotingClassifier: 0.8295424010690139 ['DT', 'RF', 'ETC', 'SVC_LIN'] VotingClassifier: 0.851610644257703 ['DT', 'RF', 'ETC', 'SVC_RBF'] VotingClassifier: 0.8061978671734767 ['DT', 'RF', 'ETC', 'CAT'] VotingClassifier: 0.8333333333333334 ['DT', 'RF', 'ETC', 'LGBM'] VotingClassifier: 0.8434959349593495 ['DT', 'RF', 'ETC', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8342111660319261 ['DT', 'RF', 'ETC', 'XGB'] VotingClassifier: 0.8267673163353445 ['DT', 'RF', 'ETC', 'XGB_RF'] VotingClassifier: 0.8421047468393237 ['DT', 'RF', 'ETC', 'LR'] VotingClassifier: 0.8500192878737586 ['DT', 'RF', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8405500184569953 ['DT', 'RF', 'KNN', 'SVC_RBF'] VotingClassifier: 0.8035007034549508 ['DT', 'RF', 'KNN', 'CAT'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'LGBM'] VotingClassifier: 0.8280940991505386 ['DT', 'RF', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8280940991505386 ['DT', 'RF', 'KNN', 'XGB'] VotingClassifier: 0.8263498019595582 ['DT', 'RF', 'KNN', 'XGB_RF'] VotingClassifier: 0.8249386200914449 ['DT', 'RF', 'KNN', 'LR'] VotingClassifier: 0.836996336996337 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8338217338217339 ['DT', 'RF', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8504118947156921 ['DT', 'RF', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8600645321419708 ['DT', 'RF', 'SVC_LIN', 'LR'] VotingClassifier: 0.8349439775910362 ['DT', 'RF', 'SVC_RBF', 'CAT'] VotingClassifier: 0.830953582937127 ['DT', 'RF', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8360284701748117 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8261466920312831 ['DT', 'RF', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8289331910440221 ['DT', 'RF', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8194596568090544 ['DT', 'RF', 'SVC_RBF', 'LR'] VotingClassifier: 0.8362787539258129 ['DT', 'RF', 'CAT', 'LGBM'] VotingClassifier: 0.8430656423603823 ['DT', 'RF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.83687129470262 ['DT', 'RF', 'CAT', 'XGB'] VotingClassifier: 0.8393052730402127 ['DT', 'RF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8466105750301356 ['DT', 'RF', 'CAT', 'LR'] VotingClassifier: 0.8534165698799846 ['DT', 'RF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8530232039268183 ['DT', 'RF', 'LGBM', 'XGB'] VotingClassifier: 0.8271452381224803 ['DT', 'RF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8356146103400945 ['DT', 'RF', 'LGBM', 'LR'] VotingClassifier: 0.8523618282654427 ['DT', 'RF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8312731445261566 ['DT', 'RF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405688961244516 ['DT', 'RF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547661233167965 ['DT', 'RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8332082910396164 ['DT', 'RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8449285887194383 ['DT', 'ETC', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8348397895743663 ['DT', 'ETC', 'KNN', 'SVC_RBF'] VotingClassifier: 0.7969615396515981 ['DT', 'ETC', 'KNN', 'CAT'] VotingClassifier: 0.8398375499183794 ['DT', 'ETC', 'KNN', 'LGBM'] VotingClassifier: 0.8249386200914449 ['DT', 'ETC', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.833068701392258 ['DT', 'ETC', 'KNN', 'XGB'] VotingClassifier: 0.834538425084204 ['DT', 'ETC', 'KNN', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'ETC', 'KNN', 'LR'] VotingClassifier: 0.8299874688992608 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8320829103961634 ['DT', 'ETC', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8468253968253968 ['DT', 'ETC', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8564715396922272 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8411447989761243 ['DT', 'ETC', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8437441643323996 ['DT', 'ETC', 'SVC_LIN', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'ETC', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8354282932596186 ['DT', 'ETC', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8299062049062048 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8213991769547325 ['DT', 'ETC', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8256820914073802 ['DT', 'ETC', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8111380506546308 ['DT', 'ETC', 'SVC_RBF', 'LR'] VotingClassifier: 0.8316278099410629 ['DT', 'ETC', 'CAT', 'LGBM'] VotingClassifier: 0.8470708229744375 ['DT', 'ETC', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8309663046505152 ['DT', 'ETC', 'CAT', 'XGB'] VotingClassifier: 0.8346490724803978 ['DT', 'ETC', 'CAT', 'XGB_RF'] VotingClassifier: 0.8287024628488043 ['DT', 'ETC', 'CAT', 'LR'] VotingClassifier: 0.8583954867087398 ['DT', 'ETC', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8567151870491813 ['DT', 'ETC', 'LGBM', 'XGB'] VotingClassifier: 0.8301823616415316 ['DT', 'ETC', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8392930697147566 ['DT', 'ETC', 'LGBM', 'LR'] VotingClassifier: 0.8612525685696418 ['DT', 'ETC', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8265175132954337 ['DT', 'ETC', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8400513478819 ['DT', 'ETC', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8479245311452187 ['DT', 'ETC', 'XGB', 'XGB_RF'] VotingClassifier: 0.8268864933417882 ['DT', 'ETC', 'XGB', 'LR'] VotingClassifier: 0.856368563685637 ['DT', 'ETC', 'XGB_RF', 'LR'] VotingClassifier: 0.8388888888888889 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8287157287157286 ['DT', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.83757452958307 ['DT', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8245656619150594 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8391849844424369 ['DT', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8305555555555554 ['DT', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8254317209206534 ['DT', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8274814616278032 ['DT', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8135645144681289 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.7986030641171116 ['DT', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8348395392064561 ['DT', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8082958895967026 ['DT', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8242215615709592 ['DT', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8407300086421636 ['DT', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362241804513516 ['DT', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.833068701392258 ['DT', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8251888315882691 ['DT', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8325021698515674 ['DT', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8235749687294263 ['DT', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8200939560711985 ['DT', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.836682070859286 ['DT', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.839044253275016 ['DT', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8371920472728768 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8249012425483014 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8484848484848486 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.831890331890332 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8400968273399174 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8397058823529412 ['DT', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8272588792164889 ['DT', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8620061923401865 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8489557226399332 ['DT', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8484766746204655 ['DT', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8564715396922272 ['DT', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8397944498444057 ['DT', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8523618282654427 ['DT', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8588073814244318 ['DT', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.846125116713352 ['DT', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8521303258145364 ['DT', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8419730761502913 ['DT', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8468963573592617 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8265175132954337 ['DT', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8388589730053143 ['DT', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8245656619150594 ['DT', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8328377504848093 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8296729923545273 ['DT', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8247567949464968 ['DT', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8395804737268152 ['DT', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8505578665287268 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8261414361913921 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8100430416068866 ['DT', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8370722189541772 ['DT', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8222514116616843 ['DT', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8416331994645248 ['DT', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8379226796203714 ['DT', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8470571885206031 ['DT', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8317623213303497 ['DT', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8392930697147566 ['DT', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8572458331494476 ['DT', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8352894431199952 ['DT', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487993487993487 ['DT', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8318587633742992 ['DT', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8466812576585001 ['DT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.812298195631529 ['DT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535612535612535 ['DT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8479632816982215 ['DT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8316352783781001 ['DT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494440278941667 ['DT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8523618282654427 ['DT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8372207419553187 ['DT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523618282654427 ['DT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8492063492063492 ['RF', 'ETC', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8493488519328313 ['RF', 'ETC', 'KNN', 'SVC_RBF'] VotingClassifier: 0.829337231968811 ['RF', 'ETC', 'KNN', 'CAT'] VotingClassifier: 0.8332863618215551 ['RF', 'ETC', 'KNN', 'LGBM'] VotingClassifier: 0.8229859571322985 ['RF', 'ETC', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380673906989697 ['RF', 'ETC', 'KNN', 'XGB'] VotingClassifier: 0.8265993265993266 ['RF', 'ETC', 'KNN', 'XGB_RF'] VotingClassifier: 0.8310233414862457 ['RF', 'ETC', 'KNN', 'LR'] VotingClassifier: 0.8474348212910304 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8260989055401976 ['RF', 'ETC', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8496744282960879 ['RF', 'ETC', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8462962962962962 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532446976891421 ['RF', 'ETC', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8482763684837803 ['RF', 'ETC', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'SVC_LIN', 'LR'] VotingClassifier: 0.8458867725213848 ['RF', 'ETC', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8316239316239317 ['RF', 'ETC', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8309224650688064 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8245663384903891 ['RF', 'ETC', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8478722923167368 ['RF', 'ETC', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8305220883534137 ['RF', 'ETC', 'SVC_RBF', 'LR'] VotingClassifier: 0.8403233286954218 ['RF', 'ETC', 'CAT', 'LGBM'] VotingClassifier: 0.8470708229744375 ['RF', 'ETC', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8633334041633907 ['RF', 'ETC', 'CAT', 'XGB'] VotingClassifier: 0.836518803784529 ['RF', 'ETC', 'CAT', 'XGB_RF'] VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'CAT', 'LR'] VotingClassifier: 0.8564193008637453 ['RF', 'ETC', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8433787291459414 ['RF', 'ETC', 'LGBM', 'XGB'] VotingClassifier: 0.8468791808171247 ['RF', 'ETC', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8445754787218203 ['RF', 'ETC', 'LGBM', 'LR'] VotingClassifier: 0.8450142450142449 ['RF', 'ETC', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416452562794027 ['RF', 'ETC', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8484320557491288 ['RF', 'ETC', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8569077013521458 ['RF', 'ETC', 'XGB', 'XGB_RF'] VotingClassifier: 0.8395804737268152 ['RF', 'ETC', 'XGB', 'LR'] VotingClassifier: 0.8430699918813533 ['RF', 'ETC', 'XGB_RF', 'LR'] VotingClassifier: 0.8491352906295789 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8260593602365754 ['RF', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8460402174569187 ['RF', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8467571644042232 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8370881025447107 ['RF', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8452028324459224 ['RF', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8343143101009037 ['RF', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8380080889428626 ['RF', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.817077503886298 ['RF', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8055379101270987 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8093840799723152 ['RF', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8255163224516989 ['RF', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8104957160342718 ['RF', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8271535580524344 ['RF', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8182197206587452 ['RF', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8317053317053317 ['RF', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8312474412973971 ['RF', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8322536900850154 ['RF', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8481289558539734 ['RF', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8152444263555374 ['RF', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8170002084636231 ['RF', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8278983888739987 ['RF', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8452168746286394 ['RF', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8277478618942032 ['RF', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['RF', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8449369813897692 ['RF', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8341735647054483 ['RF', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8493791951142223 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8547306874557051 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8375241966705381 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434924884724082 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.851533949888151 ['RF', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8516750770955985 ['RF', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8586966915280169 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8507752529103757 ['RF', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8572009557216207 ['RF', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.851533949888151 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8519212653081462 ['RF', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8566108394161848 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455823293172692 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455823293172692 ['RF', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8519662285339478 ['RF', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8560939134084428 ['RF', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8483419754239466 ['RF', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8314113869669425 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['RF', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8405342983656237 ['RF', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8417407530344759 ['RF', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8503228120516498 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8363881261208969 ['RF', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8312474412973971 ['RF', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8371707039318662 ['RF', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8375241966705381 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8437853980022654 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8411375661375663 ['RF', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8471308375874457 ['RF', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['RF', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8466985589416489 ['RF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8417716981402618 ['RF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8561749903213318 ['RF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8494440278941667 ['RF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8429772436496048 ['RF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491688272075644 ['RF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527055600226333 ['RF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8573805358306746 ['RF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8494440278941667 ['RF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8420300248613501 ['RF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8443002780352179 ['RF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.849244012802119 ['RF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8383601604417357 ['RF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8480780443229395 ['RF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8537498409929309 ['RF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8494440278941667 ['RF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491086296405133 ['RF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8582998661311914 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8388741978766644 ['ETC', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8440080244958293 ['ETC', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8404364090388482 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491140296018345 ['ETC', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8525408263970355 ['ETC', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.84181838564888 ['ETC', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8374105102448248 ['ETC', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8317920123305681 ['ETC', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8235615596556709 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8227996376916704 ['ETC', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8302325581395348 ['ETC', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8359305808480362 ['ETC', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8388741978766644 ['ETC', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8261414361913921 ['ETC', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8386111384772695 ['ETC', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.838564514468129 ['ETC', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8431232401992635 ['ETC', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8471826276704325 ['ETC', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.817222861526659 ['ETC', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8202275366909513 ['ETC', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8183688739244294 ['ETC', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8508783676072055 ['ETC', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8421165180201324 ['ETC', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8433455433455433 ['ETC', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486591872865271 ['ETC', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8293738781543659 ['ETC', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.856092829949039 ['ETC', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8486591872865271 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8434357683900157 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.842798353909465 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8335026003336278 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8478722923167368 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8381348345368886 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8481296793533081 ['ETC', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8451208894246869 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8687728937728938 ['ETC', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8511569731081926 ['ETC', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8650944343982317 ['ETC', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8581321754489255 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8484277677315651 ['ETC', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8527055600226333 ['ETC', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8546296296296295 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480680025932766 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8603134055208175 ['ETC', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8581321754489255 ['ETC', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8527055600226333 ['ETC', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8451208894246869 ['ETC', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.862984496124031 ['ETC', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8345358345358346 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402802893309221 ['ETC', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8478722923167368 ['ETC', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8482167972674302 ['ETC', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8436809322885273 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8416666666666667 ['ETC', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8430699918813533 ['ETC', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['ETC', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8433455433455433 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511233919533785 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.85 ['ETC', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.839957264957265 ['ETC', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8465966429821852 ['ETC', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8528490314706912 ['ETC', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.841235609730687 ['ETC', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8338805503439651 ['ETC', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8468791808171247 ['ETC', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8434078193114338 ['ETC', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8518518518518517 ['ETC', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8443530871018238 ['ETC', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8687728937728938 ['ETC', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.857051282051282 ['ETC', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.837428662016487 ['ETC', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8575368139223561 ['ETC', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8602258852258853 ['ETC', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8387490995163116 ['ETC', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8435592185592187 ['ETC', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8470708229744375 ['ETC', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8387781896818041 ['ETC', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8516788673682071 ['ETC', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.856368563685637 ['ETC', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8384128143164288 ['ETC', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8495046854082998 ['ETC', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8602258852258853 ['ETC', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8505820105820107 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8417582417582419 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8402662921932699 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8116950510344308 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8537313541518756 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8417552995866249 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8207803432522534 ['KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8466416102305901 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8320829103961634 ['KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.841495977948766 ['KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8467172711884255 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8368217054263565 ['KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8397944498444057 ['KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8499317675788264 ['KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8353437577562671 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8459606874549758 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8337862571348239 ['KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8405291059857141 ['KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8184318821745723 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8191031811873731 ['KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.84001924001924 ['KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.836405870552212 ['KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8369048528757131 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8086802086802086 ['KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.807032259618086 ['KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8097560975609754 ['KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8335061792412065 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.840040773180308 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8222943722943722 ['KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8081448008348593 ['KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8302631578947368 ['KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8569390526282189 ['KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8285680942933832 ['KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8018207683535662 ['KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8219769476175776 ['KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8273961647455623 ['KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.836996336996337 ['KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8396418396418396 ['KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8449369813897692 ['KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8346624866035843 ['KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8481289558539734 ['KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8301070289183904 ['KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8196552805851377 ['KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8383877864042022 ['KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8299213418763348 ['KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.841005209328766 ['KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8496052966641202 ['KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8360284701748117 ['KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8494812208979221 ['KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.850609756097561 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8455110375195781 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8540365528927619 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8646405493429136 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8468654158078522 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8458575300038715 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8471887550200803 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8577259314414937 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456542779713511 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84318566932946 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8558003405704554 ['SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8536144578313253 ['SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8551582029981519 ['SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8491500369549151 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8478954409797262 ['SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8586183901652777 ['SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8622426432752786 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567998157377595 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8575399157606034 ['SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8639104220499569 ['SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8583484026522002 ['SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8519662285339478 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8446629990167525 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8590506688110744 ['SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8448269446862978 ['SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8599706552092262 ['SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8587201215927504 ['SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8412404467960023 ['SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8362241804513516 ['SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.841005209328766 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8428929392784815 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8540365528927619 ['SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8537843592721641 ['SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8392795698114535 ['SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8477105550276282 ['SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8540365528927619 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8298628000525019 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.84922405672071 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8494708994708994 ['SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8442563089654079 ['SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.849078746985589 ['SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.852332406549274 ['CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8478954409797262 ['CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8446629990167525 ['CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8572009557216207 ['CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8432783577718571 ['CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8517565036976014 ['CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8618863640214869 ['CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8466898954703832 ['CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861599502288842 ['CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.851356032357316 ['CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8608794150962825 ['LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8400459158088832 ['LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8432783577718571 ['LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8537498409929309 ['LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8480780443229395 ['LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN'] VotingClassifier: 0.8358076563958917 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF'] VotingClassifier: 0.8245656619150594 ['DT', 'RF', 'ETC', 'KNN', 'CAT'] VotingClassifier: 0.8239538239538239 ['DT', 'RF', 'ETC', 'KNN', 'LGBM'] VotingClassifier: 0.8313265411135123 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.833068701392258 ['DT', 'RF', 'ETC', 'KNN', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'XGB_RF'] VotingClassifier: 0.8194596568090544 ['DT', 'RF', 'ETC', 'KNN', 'LR'] VotingClassifier: 0.83757452958307 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8347480764457681 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8547133861725561 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.851610644257703 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8436213991769547 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LR'] VotingClassifier: 0.851165300271529 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8354477500818964 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8277211409741531 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409116987430241 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8293738781543659 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8290598290598291 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LR'] VotingClassifier: 0.8382961623467953 ['DT', 'RF', 'ETC', 'CAT', 'LGBM'] VotingClassifier: 0.8531018175821533 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8479496472443872 ['DT', 'RF', 'ETC', 'CAT', 'XGB'] VotingClassifier: 0.8361497939811192 ['DT', 'RF', 'ETC', 'CAT', 'XGB_RF'] VotingClassifier: 0.8300447116979068 ['DT', 'RF', 'ETC', 'CAT', 'LR'] VotingClassifier: 0.8594944150499707 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8520855574195516 ['DT', 'RF', 'ETC', 'LGBM', 'XGB'] VotingClassifier: 0.8351773666365366 ['DT', 'RF', 'ETC', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8435870950364451 ['DT', 'RF', 'ETC', 'LGBM', 'LR'] VotingClassifier: 0.8578828464595677 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8316439657903073 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846990384883297 ['DT', 'RF', 'ETC', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547661233167965 ['DT', 'RF', 'ETC', 'XGB', 'XGB_RF'] VotingClassifier: 0.8380635664831271 ['DT', 'RF', 'ETC', 'XGB', 'LR'] VotingClassifier: 0.8527443105756358 ['DT', 'RF', 'ETC', 'XGB_RF', 'LR'] VotingClassifier: 0.8472222222222222 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8322536900850154 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8388888888888889 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440879798262819 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8340365682137834 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8285533396644508 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8120687879724023 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.833068701392258 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8196890124600967 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8322536900850154 ['DT', 'RF', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'RF', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8348395392064561 ['DT', 'RF', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'RF', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8458575300038715 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8299874688992608 ['DT', 'RF', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8358323693043245 ['DT', 'RF', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8322153081189225 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8397058823529412 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.846734980912196 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.843186895011169 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8354282932596186 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8428804855275444 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8397793685375383 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8534798534798534 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8484766746204655 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8515579071134627 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8494440278941667 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8504118947156921 ['DT', 'RF', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.847652302178585 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.847826578358462 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8312731445261566 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8392795698114535 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8322153081189225 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8331416507429568 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8363881261208969 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8348395392064561 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8537498409929309 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8392795698114535 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.833112670462068 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380994566501299 ['DT', 'RF', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8277211409741531 ['DT', 'RF', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8484708063021316 ['DT', 'RF', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8463614981857722 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8527100064351262 ['DT', 'RF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8430268918073796 ['DT', 'RF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8434438190535752 ['DT', 'RF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8361497939811192 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8513709342208745 ['DT', 'RF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8443296997513864 ['DT', 'RF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8652779616635038 ['DT', 'RF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8498157468347172 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8302797272986974 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8489316239316239 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8366308705026961 ['DT', 'RF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'RF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'RF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380635664831271 ['DT', 'RF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'RF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8504118947156921 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8244105528301134 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8429698708751793 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.833068701392258 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8462962962962962 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8340365682137834 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8517229411473052 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8274917853231106 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8332707942464039 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8261414361913921 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8492871128760928 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8258475778311217 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8325977904291157 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8384098085995104 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8348608107644253 ['DT', 'ETC', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8280919622383037 ['DT', 'ETC', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8394566224143253 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8320218875774431 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8287591009813232 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'ETC', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8235749687294263 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8316070972434823 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8250107297453065 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402523402523402 ['DT', 'ETC', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.83757452958307 ['DT', 'ETC', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'ETC', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8371920472728768 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8432539682539683 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8527055600226333 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8335342575848905 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8354282932596186 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8347480764457681 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8468875502008032 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8630952380952381 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8521303258145364 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8515579071134627 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8631279969968055 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8494440278941667 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.861981984599035 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8587923121055651 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.862069174016149 ['DT', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.846125116713352 ['DT', 'ETC', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.865660443973697 ['DT', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8480098212124355 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8384449221790886 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8310233414862457 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8374112625083131 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8239538239538239 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8368448151580682 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.838608867848634 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8395804737268152 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8482384823848239 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8527055600226333 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8355909991491052 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8333050953584137 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8352383894552569 ['DT', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8354282932596186 ['DT', 'ETC', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8389598494227538 ['DT', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8331416507429568 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8531018175821533 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8348968105065667 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8434438190535752 ['DT', 'ETC', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8704208031644359 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8489557226399332 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8408628408628408 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8656699970614165 ['DT', 'ETC', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8492063492063492 ['DT', 'ETC', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8503148396053349 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8349633905189462 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8473251982288126 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8575399157606034 ['DT', 'ETC', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8415075199576588 ['DT', 'ETC', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846125116713352 ['DT', 'ETC', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8507601835915088 ['DT', 'ETC', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8409839483010214 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8328795702289679 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.828812686644012 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8205128205128206 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8383142961456215 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.83757452958307 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8464285714285715 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8562384643779993 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8378306061541628 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532555081971137 ['DT', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.847905131044666 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8297005248533497 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8270757020757019 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.836996336996337 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8409839483010214 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8285533396644508 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8348395392064561 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8443002780352179 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.836054173403571 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8348395392064561 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8216682103529895 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.831890331890332 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8430268918073796 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8396392257575386 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8359303220910812 ['DT', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.833068701392258 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8443542617521645 ['DT', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8251888315882691 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8348395392064561 ['DT', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8374789090055218 ['DT', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8326978801281074 ['DT', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.833068701392258 ['DT', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8496013790131437 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8366897366439839 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8564213564213565 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8464285714285715 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8432539682539683 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8451285552093847 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8360284701748117 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8513861437028938 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8401518160554305 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8463614981857722 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8469610363854004 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8496013790131437 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8531533825651474 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.842934847596632 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8491688272075644 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8572458331494476 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8630952380952381 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8492063492063492 ['DT', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8547133861725561 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491688272075644 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8622968495399395 ['DT', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8486988246024391 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846125116713352 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8515579071134627 ['DT', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572458331494476 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8434574535074093 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8537498409929309 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512949039264829 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8361497939811192 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8485135664609658 ['DT', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8480269300702737 ['DT', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8564213564213565 ['DT', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8332018173122907 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8316070972434823 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['DT', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8437853980022654 ['DT', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8531533825651474 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8379226796203714 ['DT', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8581483875601522 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8397944498444057 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8403093298773582 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8496918075231328 ['DT', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8531224872688288 ['DT', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8448078026391279 ['DT', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8539682539682539 ['DT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8411366986935084 ['DT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8531224872688288 ['DT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8483414583914143 ['DT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8622968495399395 ['DT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.846364834580784 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.846580907084328 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8453918237050767 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8393775225982102 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.841495977948766 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.850646596651643 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8277478618942032 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8348927875243665 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8359305808480362 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.826120857699805 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8257541286207677 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.834873292704618 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8277211409741531 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8346475945962467 ['RF', 'ETC', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8348608107644253 ['RF', 'ETC', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8346475945962467 ['RF', 'ETC', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8474348212910304 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8101384212495324 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8215243529835229 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8245656619150594 ['RF', 'ETC', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8317053317053317 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8394094993581515 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844242846826826 ['RF', 'ETC', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.834479883260371 ['RF', 'ETC', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.8478722923167368 ['RF', 'ETC', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8449369813897692 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8444102129052903 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8411375661375663 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8430926404440616 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8528490314706912 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8338976157795739 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8413600235501913 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8498827941865916 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532446976891421 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8515088104467542 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8578958604798398 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8436467388541509 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8545339569772894 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8530232039268183 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8479245311452187 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8543255910867856 ['RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['RF', 'ETC', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.842798353909465 ['RF', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8506118502456735 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8345358345358346 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8316239316239317 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8445519980143956 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8317053317053317 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8399889491661643 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8406970042551105 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8361797602303932 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8375039594551789 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8316239316239317 ['RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439649781113197 ['RF', 'ETC', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8483222824994977 ['RF', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8515088104467542 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8384098085995104 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8527443105756358 ['RF', 'ETC', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8481888481888481 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8430268918073796 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.856368563685637 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8600823045267489 ['RF', 'ETC', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.847826578358462 ['RF', 'ETC', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8470708229744375 ['RF', 'ETC', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8370924343146565 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8527443105756358 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8498827941865916 ['RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8351773666365366 ['RF', 'ETC', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8563084969978366 ['RF', 'ETC', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8445754787218203 ['RF', 'ETC', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8503439649781113 ['RF', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8600823045267489 ['RF', 'ETC', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8482384823848239 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8546203119373851 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8470699775228234 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.850179350599872 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8537313541518756 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8502886002886002 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.843582474950181 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8466416102305901 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8543328450688241 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8338217338217339 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8506132566324084 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.844265845873233 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['RF', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8497728815485323 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.828275789251399 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8270907713945688 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8364672364672364 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8369048528757131 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8370881025447107 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8268551191718693 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8219519089666344 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8235583346694457 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.842024900164435 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8364887696283044 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.836405870552212 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844997594997595 ['RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8282367837923393 ['RF', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8488270855559236 ['RF', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8502886002886002 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8150852314825281 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8267094579056433 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.836996336996337 ['RF', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8416648710766358 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8360284701748117 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8494812208979221 ['RF', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.834479883260371 ['RF', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8400194183326715 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8268745869554165 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8339787294676619 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8416648710766358 ['RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8299213418763348 ['RF', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8506132566324084 ['RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8360284701748117 ['RF', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8449369813897692 ['RF', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8375241966705381 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8468875502008032 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8466985589416489 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8548827755719418 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8423595876170401 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8466985589416489 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8502337069293566 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393788996029495 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8597181665184439 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8582998661311914 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.851533949888151 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8597181665184439 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8539156626506023 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8633652256083156 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567998157377595 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8443002780352179 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861287850036092 ['RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8572009557216207 ['RF', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8547619047619047 ['RF', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8436908126332491 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8400459158088832 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8601732511441114 ['RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8448269446862978 ['RF', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494440278941667 ['RF', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8554264157010735 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853949856084979 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455823293172692 ['RF', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8329071134626691 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8362241804513516 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8445754787218203 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.841005209328766 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456542779713511 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845365006144477 ['RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['RF', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.845365006144477 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.841005209328766 ['RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8456737434090648 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8536144578313253 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539876113046846 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845365006144477 ['RF', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8505260640841703 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8527443105756358 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8490813069126322 ['RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8432783577718571 ['RF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8480780443229395 ['RF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8570178148491401 ['RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8478954409797262 ['RF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8563735869054705 ['RF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.852332406549274 ['RF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8618863640214869 ['RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8400459158088832 ['RF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8480780443229395 ['RF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8490813069126322 ['RF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8480780443229395 ['RF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572009557216207 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8408018433858228 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8405291059857141 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.838076532520977 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8529008554848349 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8463464246596777 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8391469352767729 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8370722189541772 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8392461197339246 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8478722923167368 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8440080244958293 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8518511617507313 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8327599641276701 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8382961623467953 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.845365006144477 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8399357843802288 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8361648872409274 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8537651923925322 ['ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8357532694882092 ['ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.85751756555099 ['ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8486591872865271 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8301308827624617 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8367088607594937 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8303030303030302 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8405291059857141 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8393252837697283 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8301674852423967 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8301823616415316 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8348927875243665 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8440606621488492 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8397160978556327 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844535951853025 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8477744029899613 ['ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8313612313612313 ['ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8474348212910304 ['ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539221822354351 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8195034992289836 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.829963171426586 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8261414361913921 ['ETC', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8427662872107317 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8421165180201324 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8430912634393222 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8392461197339246 ['ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8389857114511831 ['ETC', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8514242958687402 ['ETC', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8471826276704325 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8334636230977694 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8296729923545273 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8392795698114535 ['ETC', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8436283835030526 ['ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8431938431938434 ['ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8514242958687402 ['ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8392461197339246 ['ETC', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8514242958687402 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402802893309221 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8444102129052903 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.845042194092827 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8624031007751939 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8452380952380952 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.855464170920779 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8497988421155922 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8478194318980226 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845042194092827 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8412545383181239 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8528490314706912 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8577013521457966 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8463178294573644 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8516788673682071 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8527055600226333 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8543844367015098 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8609231616183785 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8687728937728938 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534810126582277 ['ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8482763684837803 ['ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8534810126582277 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8436467388541509 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8496376012584719 ['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8436467388541509 ['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8462962962962962 ['ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8495309568480299 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8519800721874841 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8615079365079366 ['ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8518925518925519 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.85143994782549 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8464449428304851 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8433455433455433 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8460173868473735 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8531746031746031 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434357683900157 ['ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8450221940393151 ['ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8528490314706912 ['ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8482167972674302 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8430699918813533 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8398375499183794 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8483222824994977 ['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8480923694779117 ['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8411183992579342 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8417969564311027 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8528490314706912 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845042194092827 ['ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8551436515291937 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8370924343146565 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8479245311452187 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8515875348082224 ['ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8468103181958604 ['ETC', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8553573267428689 ['ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.856368563685637 ['ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8420582916461167 ['ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8489944373127942 ['ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8602258852258853 ['ETC', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8585793752674369 ['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8338805503439651 ['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8484277677315651 ['ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.856368563685637 ['ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8521062271062272 ['ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8550987224157955 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8434496357663859 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8545872260039272 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8590281873414404 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8434623113434387 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8479938752745387 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8490813069126322 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8515641446675929 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8431868950111691 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491871146437228 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8414490923838659 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8374105102448248 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491871146437228 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8491871146437228 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.848783053732563 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8464285714285715 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8379226796203714 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8510971055088703 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535431660336342 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8320829103961634 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481289558539734 ['KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8538038247098777 ['KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8492479159332621 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8362241804513516 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8380994566501299 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8440834473324212 ['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8521089831281349 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8538038247098777 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402858185990715 ['KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8317887873443429 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8302797272986974 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8231493367565254 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8411183992579342 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8317053317053317 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8449369813897692 ['KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8426863280270799 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8271989613761765 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8139610389610389 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8384728966124314 ['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.836054173403571 ['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8490813069126322 ['KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8497768381489311 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8364887696283044 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844535951853025 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8450733454938669 ['KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8488270855559236 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8348395392064561 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8324493094328534 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.834538425084204 ['KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8366037301544034 ['KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8528693528693528 ['KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434604217736746 ['KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8449328449328449 ['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8331416507429568 ['KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8458575300038715 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8550318922749822 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84619341563786 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8550578316240679 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580130043985466 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8539876113046846 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8585965164130539 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491086296405133 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8468654158078522 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8563841573189309 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512639623750736 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539876113046846 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8568115821643528 ['SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8478954409797262 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8507752529103757 ['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8448269446862978 ['SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8554264157010735 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861599502288842 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8552071234998064 ['SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494440278941667 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8494440278941667 ['SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853949856084979 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8583469681193913 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.852332406549274 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539876113046846 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.849078746985589 ['SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.861599502288842 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8444915464326441 ['SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861599502288842 ['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8478954409797262 ['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8517565036976014 ['CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8490813069126322 ['CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8517565036976014 ['CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572009557216207 ['LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8485054040609595 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT'] VotingClassifier: 0.8326978801281074 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM'] VotingClassifier: 0.8330443726124009 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8477122329362828 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF'] VotingClassifier: 0.8388888888888889 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LR'] VotingClassifier: 0.8432539682539683 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8280919622383037 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8249386200914449 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8280919622383037 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8378306061541628 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8280919622383037 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB_RF'] VotingClassifier: 0.830647264382204 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LR'] VotingClassifier: 0.8394566224143253 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8284516181843888 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LR'] VotingClassifier: 0.8313265411135125 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8245656619150594 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837883173107223 ['DT', 'RF', 'ETC', 'KNN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'XGB', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'XGB_RF', 'LR'] VotingClassifier: 0.8271093030129174 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8397058823529412 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480449090205188 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.847652302178585 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8471593605462413 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8594944150499707 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8507601835915088 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8599206349206349 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8467768782360482 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8430268918073796 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8277211409741531 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8338797063451779 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.836996336996337 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8464285714285715 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8316070972434823 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8458575300038715 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8507752529103757 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8360284701748117 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.839267967174944 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416475425511569 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8452028324459224 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8437853980022654 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8428804855275444 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8531018175821533 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8397944498444057 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8623886746503797 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8489557226399332 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8468651060300626 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'ETC', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8492063492063492 ['DT', 'RF', 'ETC', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'RF', 'ETC', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8503148396053349 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8494440278941667 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8484847343742841 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455433455433455 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8391566265060241 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8290598290598291 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8424066355100838 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8406846899794299 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8424268502581755 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.839044253275016 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8464285714285715 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.847905131044666 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8293275666769643 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8290598290598291 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8409839483010214 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8297005248533497 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8387984729756881 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8325021698515674 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8231173599965841 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8338217338217339 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8443089430894308 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8488147712802429 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8410765011264569 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8488147712802429 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8503052503052503 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.842934847596632 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8486988246024391 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8513861437028938 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512138188608777 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8397793685375383 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8518399178107781 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8349439775910362 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8630952380952381 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8588522588522588 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8547133861725561 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491688272075644 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854090354090354 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8426145226680702 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8443002780352179 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8497153754606329 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8481839445694868 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8570178148491401 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.842934847596632 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8443246340574048 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8437853980022654 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8477158764740463 ['DT', 'RF', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8445754787218203 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8434438190535752 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.846013348148471 ['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8655648233961486 ['DT', 'RF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854090354090354 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.862026862026862 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8411366986935084 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'RF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8409839483010214 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8343043058309186 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834258919997222 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8460951384118885 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8295165579361186 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8398287293966037 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8362681495211616 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84731506574325 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8439624506051374 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8517229411473052 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.841400875547217 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.846734980912196 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8426829268292683 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486221659535068 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8423364343449747 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8343516876440474 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8317053317053317 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8460951384118885 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8325977904291157 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8373596951910205 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8249386200914449 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8280940991505386 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8421474430858206 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8398375499183794 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8280919622383037 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8492871128760928 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8325977904291157 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8430268918073796 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8381086944772581 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8397944498444057 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8443002780352179 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8475327199981916 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8316439657903073 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8363221332381082 ['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8357532694882092 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.833491611269389 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8366389707853122 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8397944498444057 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8397944498444057 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8394566224143255 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8364672364672364 ['DT', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8440863019176272 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8428804855275444 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8601626016260163 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8490813069126322 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8503685628590311 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8484848484848486 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8432539682539683 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8516784909673537 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8490813069126322 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8428804855275444 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8583142092178235 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8531224872688288 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8586966915280169 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8667288200420731 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8551587301587301 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8619477911646586 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8550958684827493 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8494098344597903 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8619477911646586 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8503148396053349 ['DT', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8482384823848239 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8380318868123746 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8572458331494476 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8588073814244318 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8458366800535475 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8429295261502139 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8537843592721641 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8385773671125604 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8473374015542691 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8428804855275444 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8347994448494008 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8531224872688288 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.861981984599035 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8395804737268152 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.843358395989975 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8477105550276282 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416475425511569 ['DT', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8434574535074093 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8483414583914143 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8623209446380177 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8528472865822264 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8446629990167525 ['DT', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523618282654427 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8327599641276701 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8325977904291157 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8543328450688241 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8434496357663859 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8387984729756881 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.863615401952116 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8424817689448605 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837883173107223 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8547395351201686 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8420662480853999 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.83757452958307 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501165154444941 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8483609971723586 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8384920634920635 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8362241804513516 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8458575300038715 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8464285714285715 ['DT', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8378306061541628 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8452241757869331 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362241804513516 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8374789090055218 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8423364343449747 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.834538425084204 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8419730761502914 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492871128760928 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8384098085995104 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8397944498444057 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8536144578313253 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.839044253275016 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8267094579056433 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8362241804513516 ['DT', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8513861437028938 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8484848484848486 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512639623750736 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8469610363854004 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8594304388422035 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534798534798534 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416475425511569 ['DT', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8528472865822264 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8666953961071607 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854090354090354 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8528472865822264 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8583142092178235 ['DT', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.847826578358462 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8572458331494476 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8626984126984126 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.847826578358462 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.852332406549274 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8484848484848486 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8564213564213565 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8614163614163614 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8550318922749822 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8536144578313253 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486988246024391 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8496918075231328 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8491688272075644 ['DT', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8622968495399395 ['DT', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523618282654427 ['DT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572458331494476 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8382784526230247 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8455628615337217 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8370881025447107 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8409839483010214 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8460402174569187 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8422112866557311 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8322911900767626 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8453918237050767 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8393775225982102 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8368448151580682 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.8569571668567365 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8291357110176691 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.836996336996337 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8499249696647687 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8375486864501748 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8537651923925322 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8488270855559236 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8532349609599787 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8229859571322985 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8265993265993266 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8265993265993266 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8405291059857141 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8419921934641369 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.831313497640167 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8360284701748117 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8339787294676619 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8491871146437228 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8360123941519291 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8453460828939755 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8313612313612313 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8382784526230247 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8280919622383037 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8263498019595582 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8231173599965841 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8348608107644253 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8297709451412839 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440080244958293 ['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8340675141210615 ['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8434604217736746 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.834479883260371 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8231173599965841 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8466432669913259 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8392795698114535 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8371707039318662 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8396418396418396 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8429295261502139 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8355239138371667 ['RF', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.844618578795794 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84619341563786 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8491352906295789 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.849078746985589 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8380364491475603 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.829391787588762 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8538470763963847 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84920658242727 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8344210936957767 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8458867725213848 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8542034097589651 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8458867725213848 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8575741091949798 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8543995060203766 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8526422764227642 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532446976891421 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8530573973611949 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8459606874549758 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8446629990167525 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8543995060203766 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8400459158088832 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8498827941865916 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8543995060203766 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8615079365079366 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8564193008637453 ['RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8348608107644253 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8363881261208969 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.844249007807114 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8396418396418396 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8375039594551789 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8444102129052903 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8567611010648987 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8444102129052903 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8396392257575386 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8360284701748117 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8433455433455433 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8443103737221384 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380932527273991 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483222824994977 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841235609730687 ['RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8456737434090648 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.833491611269389 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8384098085995104 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8563084969978366 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8559954102122777 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8540069686411149 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8559954102122777 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8351773666365366 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8466402612744076 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8445754787218203 ['RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527443105756358 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8470199051594401 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8460402174569187 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8526878907712588 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8470199051594401 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8490813069126322 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8515641446675929 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8466416102305901 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8460402174569187 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8564291689196372 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8452028324459224 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8488270855559236 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8560829524996537 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8414707655213984 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8496013790131437 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8510971055088703 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8371678395317255 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8543328450688241 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8506992631219891 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8449328449328449 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8510971055088703 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8506992631219891 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8538038247098777 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8591380816873899 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8247237856993954 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8407300086421635 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8293275666769643 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.836996336996337 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8411183992579342 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8334909257282294 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8332135229462936 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8235583346694457 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455628615337217 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8452168746286394 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8313827645222994 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8362241804513516 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8263498019595582 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8370722189541772 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.834479883260371 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8496013790131437 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8437853980022654 ['RF', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8449328449328449 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.834479883260371 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8449328449328449 ['RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8528693528693528 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.841005209328766 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8468654158078522 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456542779713511 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8540365528927619 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8503228120516498 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8483419754239466 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8626984126984126 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8504896689178532 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8424796747967479 ['RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.851533949888151 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8432783577718571 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8633652256083156 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8480780443229395 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8554264157010735 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8576283154596407 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853949856084979 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8459606874549758 ['RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8582998661311914 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8494440278941667 ['RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8503633581946834 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.841005209328766 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8575741091949798 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845365006144477 ['RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8494440278941667 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8582998661311914 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8432783577718571 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8480780443229395 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8570178148491401 ['RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8517565036976014 ['RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8608794150962825 ['RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8480780443229395 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8409839483010214 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358051162929212 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8478722923167368 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8418642944156849 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8387456986747956 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8358779431950163 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8527055600226333 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8409839483010214 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8488270855559236 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8446976891421335 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8452181838455237 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500686305564354 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8409839483010214 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8525408263970355 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8432737376855933 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8475076038990231 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8403233185908189 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.845365006144477 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8430912634393222 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8392461197339246 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8537651923925322 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8401518160554305 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.849078746985589 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8518511617507313 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8390444129459013 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8444102129052903 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8538038247098777 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8511251465924808 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8470178399652393 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8444102129052903 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.840907249302031 ['ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8615171303770284 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8219696969696969 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8348608107644253 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8358779431950163 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8356115429286163 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8395916840361285 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8327599641276701 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440080244958293 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8358779431950163 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8427662872107317 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8452181838455237 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8446976891421335 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8349143206854346 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8358779431950163 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8406970042551105 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8528490314706912 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8437210804499182 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8395916840361285 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532034267946799 ['ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8427662872107317 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8416452562794027 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8458366800535475 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8514242958687402 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8380318868123746 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.84856642687968 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8505698435172429 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8514242958687402 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440080244958293 ['ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8514242958687402 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8392795698114535 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.84856642687968 ['ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8542920494140006 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8519800721874841 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8530573973611949 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8508130081300812 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.849676660787772 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.856152765231356 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8482167972674302 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84484126984127 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8572387109413263 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8577013521457966 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.845042194092827 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8527219991075413 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8443542617521645 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.85 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.84484126984127 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8459729570840683 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8519662285339478 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8529203232683821 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8577013521457966 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416666666666667 ['ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.85 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8473251982288126 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8496376012584719 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8473251982288126 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8530573973611949 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8495309568480299 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8565068211586775 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8615079365079366 ['ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8436467388541509 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8482763684837803 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8530573973611949 ['ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.85143994782549 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8511569731081926 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.846897546897547 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8516788673682071 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8530573973611949 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8453489599831063 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8528490314706912 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8482167972674302 ['ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8465966429821852 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8516788673682071 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8527219991075413 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8527219991075413 ['ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8465966429821852 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8424411933448077 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.850473321858864 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.856368563685637 ['ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.850473321858864 ['ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8515875348082224 ['ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8424411933448077 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8423364343449747 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8463614981857722 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8501795715998769 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8460402174569187 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.845365006144477 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8509573176426638 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8490813069126322 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8478380578018667 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8434496357663859 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8490813069126322 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8537498409929309 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.851030032266071 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500429864957745 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845365006144477 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500429864957745 ['KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8488270855559236 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.841005209328766 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8366897366439839 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8510971055088703 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8510971055088703 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500621533754064 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8464285714285715 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8464285714285715 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8316070972434823 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8343043058309186 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8331416507429568 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405291059857141 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8460402174569187 ['KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8490813069126322 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8428613186479122 ['KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8488270855559236 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.834479883260371 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491086296405133 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8536144578313253 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583954867087398 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8540365528927619 ['SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8458575300038715 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8468654158078522 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8518399178107781 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8423595876170401 ['SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8531224872688288 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8526951275308087 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491688272075644 ['SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494440278941667 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8480780443229395 ['SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8444915464326441 ['CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8563735869054705 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT'] VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM'] VotingClassifier: 0.8378306061541628 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF'] VotingClassifier: 0.8295165579361186 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LR'] VotingClassifier: 0.8429473251374929 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8429698708751793 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LR'] VotingClassifier: 0.845281124497992 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8438798038924032 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8328538670002085 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8284516181843888 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8295424010690139 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8406970042551105 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8398375499183794 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8492871128760928 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8381086944772581 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834538425084204 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8274917853231106 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8344798832603711 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8289615090150565 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.834538425084204 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8280919622383037 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8424268502581755 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8406846899794299 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8322536900850154 ['DT', 'RF', 'ETC', 'KNN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.839044253275016 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8551737994775969 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8596149989038618 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8524333310559996 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8564403957292585 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.847652302178585 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480449090205188 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8507752529103757 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8524333310559996 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8623886746503797 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8550958684827493 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8527443105756358 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8475327199981916 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8528472865822264 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8437853980022654 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8548975443219083 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.843703819607434 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8473374015542691 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8446629990167525 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8582998661311914 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8401518160554305 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8490813069126322 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8385464255611511 ['DT', 'RF', 'ETC', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8623886746503797 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492063492063492 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8576076457729652 ['DT', 'RF', 'ETC', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8531224872688288 ['DT', 'RF', 'ETC', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8543328450688241 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8518399178107781 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8502337069293566 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8595918557952742 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8424817689448605 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834258919997222 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8425912137006701 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8384920634920635 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8423364343449747 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841005209328766 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8357532694882092 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8326978801281074 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8426829268292683 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.834538425084204 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8488147712802429 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8406846899794299 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8488147712802429 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8389857114511831 ['DT', 'RF', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8434427998422372 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567309531164953 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480449090205188 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8666953961071607 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854090354090354 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583142092178235 ['DT', 'RF', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8486697344369466 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8469362615704079 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8614163614163614 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8582998661311914 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'RF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8666953961071607 ['DT', 'RF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'RF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572458331494476 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8443542617521645 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8362220435391167 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8451043474682335 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8347298309603645 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.841005209328766 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8309553357207862 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8466985589416489 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844618578795794 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434623113434387 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8538038247098777 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8351953871529968 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8443002780352179 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8475327199981916 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8394026386973786 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486988246024391 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8471887550200803 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8504589787722318 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8451285552093847 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8348968105065667 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8445754787218203 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8490813069126322 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8423364343449747 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501165154444941 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8284516181843888 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8398375499183794 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8327599641276701 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8409839483010214 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8295424010690139 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8414439756211908 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8466416102305901 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8492871128760928 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834258919997222 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8489417172652739 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8381086944772581 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8397944498444057 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8426145226680702 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8430268918073796 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8475327199981916 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8394026386973786 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8443002780352179 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8380318868123746 ['DT', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8483609971723586 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8351773666365366 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8430268918073796 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8397944498444057 ['DT', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8443002780352179 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8588073814244318 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8521303258145364 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8536144578313252 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8601626016260163 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491688272075644 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.861981984599035 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501165154444941 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8667288200420731 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523618282654427 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8630952380952381 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8572458331494476 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535673737747856 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8430268918073796 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.861981984599035 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8434574535074093 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8559954102122777 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8521303258145364 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8517359481214903 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501165154444941 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8528472865822264 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8491688272075644 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8491688272075644 ['DT', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8518399178107781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8327599641276701 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8419297442936302 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580227088547788 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.858211700113933 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8388289690998318 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8591380816873899 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8519312665654128 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8483609971723586 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.841005209328766 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8538038247098777 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853447545456086 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8430268918073796 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8438965739501215 ['DT', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8571428571428571 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8562384643779993 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8572009557216207 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8594304388422035 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499808758844903 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8528472865822264 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8666953961071607 ['DT', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535673737747856 ['DT', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572458331494476 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8527443105756358 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8608794150962825 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534798534798534 ['DT', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8338976157795739 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8334909257282294 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8419921934641369 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8338976157795739 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8384728966124314 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.845365006144477 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8452181838455237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8488270855559236 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8426863280270799 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8322911900767626 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8414707655213984 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8499249696647687 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8419297442936302 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8619339060106909 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8532349609599787 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8357532694882092 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8351953871529968 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.849078746985589 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8417407530344759 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8472677876652327 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8364672364672364 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8357532694882092 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8290598290598291 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8478722923167368 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8408018433858228 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8342715174922052 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8381420885189271 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8373596951910205 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8375050297909062 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8416648710766358 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405291059857141 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8437210804499182 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8389857114511831 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8396291840278757 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8389857114511831 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8389857114511831 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8393775225982102 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402858185990715 ['RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8389857114511831 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8474096511122665 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8348608107644253 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8458575300038715 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8458061002178651 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8457086400404389 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8493680188124632 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8531746031746031 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8483222824994977 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8459729570840683 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8471308375874457 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8448956319103574 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841235609730687 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8505260640841703 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8478954409797262 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8543995060203766 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8446629990167525 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8530573973611949 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8543995060203766 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8644860985646893 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8527055600226333 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8446629990167525 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8446898705934851 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8396392257575386 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8433455433455433 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8430699918813533 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483222824994977 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.849244012802119 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8396392257575386 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.85143994782549 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8384098085995104 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8551029514884937 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8514895820214656 ['RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.852332406549274 ['RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8397944498444057 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.838855421686747 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8428804855275444 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8466985589416489 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511251465924808 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511251465924808 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8488270855559236 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8509573176426638 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8489012846517917 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8538038247098777 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8521089831281349 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456351110917192 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8488270855559236 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511251465924808 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8497627959662143 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8506992631219891 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8500621533754064 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8536144578313253 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854578118167098 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.841005209328766 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8293275666769643 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.836996336996337 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8405291059857141 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.841495977948766 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8428613186479122 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8441585514756248 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8392795698114535 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8449328449328449 ['RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8468654158078522 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583954867087398 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8493680188124632 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8468654158078522 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8469875971356725 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8550318922749822 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494440278941667 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8526951275308087 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572009557216207 ['RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853949856084979 ['RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8444915464326441 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8452028324459224 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572009557216207 ['RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8608794150962825 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.841235609730687 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8451043474682335 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.849078746985589 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8446976891421335 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8452181838455237 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.849078746985589 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8464085339238377 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8528490314706912 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8419297442936302 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8493488519328313 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8538038247098777 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8499249696647687 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.849078746985589 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8452181838455237 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.849078746985589 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8477105550276282 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8401518160554305 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8440863019176272 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8497728815485323 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8470178399652393 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440455244875767 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8553827179138666 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8389857114511831 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.846580907084328 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8440455244875767 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8478722923167368 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8322536900850154 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.841235609730687 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8357532694882092 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8427662872107317 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486591872865271 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8478722923167368 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.837521868889575 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8395916840361285 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.842831573363457 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8477105550276282 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8429295261502139 ['ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8505698435172429 ['ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8474096511122665 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8572387109413263 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8479245311452187 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.861287850036092 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8563084969978366 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8519662285339478 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.856152765231356 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8577013521457966 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.845042194092827 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8577013521457966 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8508130081300812 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8462962962962962 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8529203232683821 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8519548278584423 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8482763684837803 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8575741091949798 ['ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8516788673682071 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8599869563724986 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8509616546642701 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8563084969978366 ['ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.856100131107333 ['ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8563084969978366 ['ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8515875348082224 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8432539682539683 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8547306874557051 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8510971055088703 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8406964720641782 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511251465924808 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8451043474682335 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580130043985466 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8464285714285715 ['KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8572009557216207 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8580130043985466 ['SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8536144578313253 ['SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8526951275308087 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM'] VotingClassifier: 0.8410765011264569 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8409839483010214 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF'] VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LR'] VotingClassifier: 0.8451043474682335 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8426829268292683 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8414439756211908 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.834258919997222 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8371678395317255 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB_RF', 'LR'] VotingClassifier: 0.8351953871529968 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8491688272075644 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8406846899794299 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8424268502581755 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8421256454388985 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8384920634920635 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8280919622383037 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844618578795794 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8342715174922052 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362220435391167 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8441585514756248 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.833068701392258 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.844618578795794 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.841005209328766 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8430268918073796 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8397944498444057 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8430268918073796 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8488147712802429 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8257496250443651 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8490813069126322 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8534798534798534 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8512003880796123 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8564403957292585 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8528068137824235 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.847652302178585 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8630952380952381 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8667872212176011 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8620061923401865 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.852332406549274 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8490813069126322 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8618863640214869 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8484848484848486 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567309531164953 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8468654158078522 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.861599502288842 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8373596951910205 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8371678395317255 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8502337069293566 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580227088547788 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8382961623467953 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8591380816873899 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8578460920233072 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8480449090205188 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8536144578313253 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8455823293172692 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8325977904291157 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8456737434090648 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8438965739501215 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8586183901652777 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8562384643779993 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861599502288842 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846482933497659 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8539156626506023 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572458331494476 ['DT', 'RF', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8626984126984126 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8618863640214869 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.861599502288842 ['DT', 'RF', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8423364343449747 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567942656702762 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8371678395317255 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8538038247098777 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8417288200420732 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8439624506051374 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8423364343449747 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580227088547788 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846734980912196 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8388289690998318 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8475327199981916 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8468253968253968 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8490813069126322 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8486988246024391 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8536144578313252 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8486988246024391 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8490813069126322 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8362241804513516 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8443542617521645 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8407300086421635 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8327599641276701 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567942656702762 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8426145226680702 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8475327199981916 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8486988246024391 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8519312665654128 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8486988246024391 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8479632816982215 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8622968495399395 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8548975443219083 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8560797285452001 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8622968495399395 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8571428571428571 ['DT', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8536144578313253 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.858211700113933 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.852740521991168 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8486988246024391 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8567309531164953 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8666953961071607 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8666953961071607 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8417407530344759 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.849078746985589 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8509573176426638 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8458867725213848 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8463007165547678 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8311160384331115 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.846580907084328 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8437210804499182 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8370722189541772 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8440455244875767 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8370722189541772 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8481839445694868 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8359154431867637 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535431660336342 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8449328449328449 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8338976157795739 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8409839483010214 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8357532694882092 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8417407530344759 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8358779431950163 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8368448151580682 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8421730316802726 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8389857114511831 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8370722189541772 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8518175265163217 ['RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8437853980022654 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8458575300038715 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8373596951910205 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8478722923167368 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8459729570840683 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8417407530344759 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8572387109413263 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483935742971888 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8410765011264569 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8459729570840683 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8373596951910205 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8423595876170401 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539876113046846 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8528472865822264 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8515088104467542 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8446629990167525 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8490813069126322 ['RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.847826578358462 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8526951275308087 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8523863902662208 ['RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8466898954703832 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8382961623467953 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8547306874557051 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8556570690291622 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.84856642687968 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8406964720641782 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8511251465924808 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8449328449328449 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8556570690291622 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8532349609599787 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8580130043985466 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8510971055088703 ['RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8414707655213984 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8434604217736746 ['RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8491086296405133 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8550318922749822 ['RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.845610687253682 ['RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8526951275308087 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8528490314706912 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8419297442936302 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8444102129052903 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8402858185990715 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8444102129052903 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.840567021054826 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8528490314706912 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8400194183326715 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8425377150031866 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8539876113046846 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.84856642687968 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8403233185908189 ['ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491352906295789 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8437853980022654 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8478722923167368 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8390525463696195 ['ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8473374015542691 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8526951275308087 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8530573973611949 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8495309568480299 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.856152765231356 ['ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8494708994708994 ['ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8527930803175655 ['ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8599869563724986 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8464285714285715 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8536144578313253 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LR'] VotingClassifier: 0.8510971055088703 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.837521868889575 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8419297442936302 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'LR'] VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB_RF', 'LR'] VotingClassifier: 0.8417288200420732 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8471887550200803 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8515873015873016 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8340866070387283 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.852332406549274 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8535673737747856 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.834538425084204 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8491352906295789 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8311160384331115 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8451285552093847 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8442563089654079 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8426145226680702 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.852332406549274 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8486988246024391 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8439624506051374 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'ETC', 'KNN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8407300086421635 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8551737994775969 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8618863640214869 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8515828703898055 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8586966915280169 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8630952380952381 ['DT', 'RF', 'ETC', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8608794150962825 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8572009557216207 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8559324964553724 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8416475425511569 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8578460920233072 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8532133178474641 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8626984126984126 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.846482933497659 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8626984126984126 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8483609971723586 ['DT', 'RF', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8489417172652739 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8578460920233072 ['DT', 'RF', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8580130043985466 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'RF', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8662849105887082 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8439624506051374 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.853447545456086 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8578460920233072 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535431660336342 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.840629918943172 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8501795715998769 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535431660336342 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8567309531164953 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8535673737747856 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451285552093847 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567942656702762 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8567309531164953 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['DT', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853160683723441 ['DT', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8666953961071607 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8419297442936302 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8406964720641782 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8461392996016972 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8386793928962604 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8356115429286163 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8419297442936302 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.840280077008915 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8539876113046846 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8497728815485323 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.840280077008915 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8439624506051374 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8370722189541772 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8441585514756248 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8497728815485323 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8390525463696195 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8443089430894308 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8494708994708994 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8373596951910205 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8539876113046846 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8458575300038715 ['RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491688272075644 ['RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.847826578358462 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8510971055088703 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8451043474682335 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8536144578313253 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8493680188124632 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8488265533649914 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8400194183326715 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8405342983656237 ['ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8608252088316216 ['KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8535431660336342 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8403233185908189 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8433274544385655 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8534798534798534 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8572009557216207 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499808758844903 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8580130043985466 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8394566224143255 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8501795715998769 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8487621371562198 ['DT', 'RF', 'ETC', 'KNN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8567309531164953 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.853949856084979 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8547619047619047 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8576283154596407 ['DT', 'RF', 'ETC', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8626984126984126 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8594304388422035 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.854578118167098 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8626984126984126 ['DT', 'RF', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8580130043985466 ['DT', 'RF', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['DT', 'RF', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.863016936732499 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8480893592004702 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.854578118167098 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8567942656702762 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8534798534798534 ['DT', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['DT', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8626984126984126 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8497728815485323 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8446879524129702 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8499095840867993 ['RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8491086296405133 ['RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8503633581946834 ['ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8468654158078522 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF'] VotingClassifier: 0.853160683723441 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB_RF', 'LR'] VotingClassifier: 0.8512639623750736 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8550318922749822 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 [LightGBM] [Warning] bagging_fraction is set=0.7, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1 VotingClassifier: 0.8499095840867993 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8580130043985466 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8583484026522002 ['DT', 'RF', 'ETC', 'KNN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.853447545456086 ['DT', 'RF', 'ETC', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.862026862026862 ['DT', 'RF', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8626984126984126 ['DT', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8578460920233072 ['RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8455110375195781 ['DT', 'RF', 'ETC', 'KNN', 'SVC_LIN', 'SVC_RBF', 'CAT', 'LGBM', 'LGBM_RF', 'XGB', 'XGB_RF', 'LR'] VotingClassifier: 0.8580130043985466
ensembles_f1_df = pd.DataFrame(features_comb_res, columns=["Classifiers_combination", "f1_score"])
ensembles_f1_df.to_csv("../data/ensembles_f1.tsv", sep="\t")
ensembles_f1_df.sort_values(by="f1_score").tail(10)
| Classifiers_combination | f1_score | |
|---|---|---|
| 2585 | [DT, RF, ETC, SVC_LIN, LGBM_RF, XGB, LR] | 0.866787 |
| 2587 | [DT, RF, ETC, SVC_LIN, XGB, XGB_RF, LR] | 0.866787 |
| 1609 | [DT, RF, ETC, SVC_LIN, CAT, XGB] | 0.866787 |
| 3388 | [DT, RF, ETC, SVC_LIN, CAT, XGB, XGB_RF, LR] | 0.866787 |
| 3385 | [DT, RF, ETC, SVC_LIN, CAT, LGBM_RF, XGB, XGB_RF] | 0.866787 |
| 640 | [ETC, CAT, LGBM_RF, XGB_RF] | 0.868773 |
| 1397 | [ETC, SVC_LIN, CAT, LGBM_RF, XGB_RF] | 0.868773 |
| 606 | [ETC, SVC_LIN, CAT, LGBM_RF] | 0.868773 |
| 55 | [CAT, LR] | 0.869454 |
| 968 | [DT, ETC, CAT, LGBM, LR] | 0.870421 |
Deletewhats next
dt = DecisionTreeClassifier(random_state=SEED, max_depth=10, min_samples_leaf=10)
rf = RandomForestClassifier(n_estimators=50, random_state=SEED)
etc = ExtraTreesClassifier(random_state=SEED)
knn = KNeighborsClassifier(n_neighbors=5, weights="distance")
svc_lin = SVC(kernel='linear', probability=True, random_state=SEED)
svc_rbf = SVC(kernel='rbf', probability=True, random_state=SEED)
cat = catboost.CatBoostClassifier(verbose=0, random_seed=SEED)
lgbm = lightgbm.LGBMClassifier(random_state=SEED)
lgbm_rf = lightgbm.LGBMClassifier(boosting_type="rf", bagging_freq=1, bagging_fraction=0.7, random_state=SEED)
xgb = xgboost.XGBClassifier(random_state=SEED)
xgb_rf = xgboost.XGBRFClassifier(random_state=SEED)
lr = LogisticRegression(solver='liblinear', max_iter=10000)
nb = GaussianNB()
base_models = [("DT", dt), ("RF", rf),
("ETC", etc), ("KNN", knn),
("SVC_LIN", svc_lin), ("SVC_RBF", svc_rbf),
("CAT", cat), ("LGBM", lgbm),
("LGBM_RF", lgbm_rf), ("XGB", xgb),
("XGB_RF", xgb_rf), ("LR", lr), ("NB", nb)]
base_models = [("DT", dt), ("RF", rf),
("ETC", etc),
("CAT", cat), ("LGBM", lgbm),
("LR", lr)]
voting_soft = VotingClassifier(estimators=base_models, voting='hard')
voting_soft.fit(X_train, y_train)
ens_search = base_model_pair_correlation_for_voting_clf(voting_soft, X_test)
ens_search_df = pd.DataFrame(ens_search, columns=['classifier_1', 'classifier_2', 'corr_score'])
scores = cross_val_score(voting_soft, X_train, y_train, cv=3, scoring="f1")
print(f"{voting_soft.__class__.__name__}: {scores.mean()}")
ens_search_df.sort_values('corr_score').tail()
VotingClassifier: 0.8468724988135965
| classifier_1 | classifier_2 | corr_score | |
|---|---|---|---|
| 7 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.914687 |
| 5 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of ExtraTreesClassif... | 0.921565 |
| 6 | <method-wrapper '__str__' of RandomForestClass... | <method-wrapper '__str__' of CatBoostClassifie... | 0.945070 |
| 9 | <method-wrapper '__str__' of ExtraTreesClassif... | <method-wrapper '__str__' of CatBoostClassifie... | 0.952720 |
| 12 | <method-wrapper '__str__' of CatBoostClassifie... | <method-wrapper '__str__' of LGBMClassifier ob... | 0.955278 |
6 баллов + 7 дополнительных за высокое качество модели и различные эксперименты
Будем предсказывать, уйдет ли от нас клиент (переменная Churn?). Данные можно скачать здесь. Это будет уже совсем взрослое задание, так как правильного ответа на него нет. Вам нужно будет разобраться с данными, правильно подготовить их для моделей, а также выбрать лучшую модель.
Задача минимум:
Выберите 2 модели — один случайный лес и один бустинг из приведенных ниже:
xgboost.XGBClassifierxgboost.XGBRFClassifier — случайный лес от xgboostlightgbm.LGBMClassifierlightgbm.LGBMClassifier(boosting_type="rf") — случайный лес от lightgbmcatboost.CatBoostClassifierИ попробуйте разобраться с тем, как для этих моделей правильно настраивать гиперпараметры. Советую гуглить примерно следующее how to choose best hyperparameters for lightgbm. Там вы найдете кучу сложного и непонятного кода, но если с ним разобраться и научиться обучать нестандартные бустинги, то в плане табличных данных равных вам не будет)
data = pd.read_csv("../data/churn.csv")
print(data.shape)
data.head()
(3333, 21)
| State | Account Length | Area Code | Phone | Int'l Plan | VMail Plan | VMail Message | Day Mins | Day Calls | Day Charge | ... | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | Churn? | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KS | 128 | 415 | 382-4657 | no | yes | 25 | 265.1 | 110 | 45.07 | ... | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 | False. |
| 1 | OH | 107 | 415 | 371-7191 | no | yes | 26 | 161.6 | 123 | 27.47 | ... | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | False. |
| 2 | NJ | 137 | 415 | 358-1921 | no | no | 0 | 243.4 | 114 | 41.38 | ... | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | False. |
| 3 | OH | 84 | 408 | 375-9999 | yes | no | 0 | 299.4 | 71 | 50.90 | ... | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | False. |
| 4 | OK | 75 | 415 | 330-6626 | yes | no | 0 | 166.7 | 113 | 28.34 | ... | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | False. |
5 rows × 21 columns
data.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 3333 entries, 0 to 3332 Data columns (total 21 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 State 3333 non-null object 1 Account Length 3333 non-null int64 2 Area Code 3333 non-null int64 3 Phone 3333 non-null object 4 Int'l Plan 3333 non-null object 5 VMail Plan 3333 non-null object 6 VMail Message 3333 non-null int64 7 Day Mins 3333 non-null float64 8 Day Calls 3333 non-null int64 9 Day Charge 3333 non-null float64 10 Eve Mins 3333 non-null float64 11 Eve Calls 3333 non-null int64 12 Eve Charge 3333 non-null float64 13 Night Mins 3333 non-null float64 14 Night Calls 3333 non-null int64 15 Night Charge 3333 non-null float64 16 Intl Mins 3333 non-null float64 17 Intl Calls 3333 non-null int64 18 Intl Charge 3333 non-null float64 19 CustServ Calls 3333 non-null int64 20 Churn? 3333 non-null object dtypes: float64(8), int64(8), object(5) memory usage: 546.9+ KB
data.describe()
| Account Length | Area Code | VMail Message | Day Mins | Day Calls | Day Charge | Eve Mins | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 | 3333.000000 |
| mean | 101.064806 | 437.182418 | 8.099010 | 179.775098 | 100.435644 | 30.562307 | 200.980348 | 100.114311 | 17.083540 | 200.872037 | 100.107711 | 9.039325 | 10.237294 | 4.479448 | 2.764581 | 1.562856 |
| std | 39.822106 | 42.371290 | 13.688365 | 54.467389 | 20.069084 | 9.259435 | 50.713844 | 19.922625 | 4.310668 | 50.573847 | 19.568609 | 2.275873 | 2.791840 | 2.461214 | 0.753773 | 1.315491 |
| min | 1.000000 | 408.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 23.200000 | 33.000000 | 1.040000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 25% | 74.000000 | 408.000000 | 0.000000 | 143.700000 | 87.000000 | 24.430000 | 166.600000 | 87.000000 | 14.160000 | 167.000000 | 87.000000 | 7.520000 | 8.500000 | 3.000000 | 2.300000 | 1.000000 |
| 50% | 101.000000 | 415.000000 | 0.000000 | 179.400000 | 101.000000 | 30.500000 | 201.400000 | 100.000000 | 17.120000 | 201.200000 | 100.000000 | 9.050000 | 10.300000 | 4.000000 | 2.780000 | 1.000000 |
| 75% | 127.000000 | 510.000000 | 20.000000 | 216.400000 | 114.000000 | 36.790000 | 235.300000 | 114.000000 | 20.000000 | 235.300000 | 113.000000 | 10.590000 | 12.100000 | 6.000000 | 3.270000 | 2.000000 |
| max | 243.000000 | 510.000000 | 51.000000 | 350.800000 | 165.000000 | 59.640000 | 363.700000 | 170.000000 | 30.910000 | 395.000000 | 175.000000 | 17.770000 | 20.000000 | 20.000000 | 5.400000 | 9.000000 |
Need to fix some of the values in the dataset
data.replace({"True.": 1, "False.": 0, "yes": 1, "no": 0}, inplace=True)
data = data.drop(["State", "Phone"], axis=1)\
.rename(columns={"Churn?": "Churn"}) # drop non-numerical and non-informative features
data
| Account Length | Area Code | Int'l Plan | VMail Plan | VMail Message | Day Mins | Day Calls | Day Charge | Eve Mins | Eve Calls | Eve Charge | Night Mins | Night Calls | Night Charge | Intl Mins | Intl Calls | Intl Charge | CustServ Calls | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 128 | 415 | 0 | 1 | 25 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 | 0 |
| 1 | 107 | 415 | 0 | 1 | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | 0 |
| 2 | 137 | 415 | 0 | 0 | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | 0 |
| 3 | 84 | 408 | 1 | 0 | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | 0 |
| 4 | 75 | 415 | 1 | 0 | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 3328 | 192 | 415 | 0 | 1 | 36 | 156.2 | 77 | 26.55 | 215.5 | 126 | 18.32 | 279.1 | 83 | 12.56 | 9.9 | 6 | 2.67 | 2 | 0 |
| 3329 | 68 | 415 | 0 | 0 | 0 | 231.1 | 57 | 39.29 | 153.4 | 55 | 13.04 | 191.3 | 123 | 8.61 | 9.6 | 4 | 2.59 | 3 | 0 |
| 3330 | 28 | 510 | 0 | 0 | 0 | 180.8 | 109 | 30.74 | 288.8 | 58 | 24.55 | 191.9 | 91 | 8.64 | 14.1 | 6 | 3.81 | 2 | 0 |
| 3331 | 184 | 510 | 1 | 0 | 0 | 213.8 | 105 | 36.35 | 159.6 | 84 | 13.57 | 139.2 | 137 | 6.26 | 5.0 | 10 | 1.35 | 2 | 0 |
| 3332 | 74 | 415 | 0 | 1 | 25 | 234.4 | 113 | 39.85 | 265.9 | 82 | 22.60 | 241.4 | 77 | 10.86 | 13.7 | 4 | 3.70 | 0 | 0 |
3333 rows × 19 columns
sns.heatmap(data.corr(), linewidths=1, annot=True, fmt=".2f", cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
''
data.columns
Index(['Account Length', 'Area Code', 'Int'l Plan', 'VMail Plan',
'VMail Message', 'Day Mins', 'Day Calls', 'Day Charge', 'Eve Mins',
'Eve Calls', 'Eve Charge', 'Night Mins', 'Night Calls', 'Night Charge',
'Intl Mins', 'Intl Calls', 'Intl Charge', 'CustServ Calls', 'Churn'],
dtype='object')
data = data.drop(["VMail Plan", "Day Mins", "Eve Mins", "Night Mins", "Intl Mins"], axis=1)
data.Churn.value_counts()
0 2850 1 483 Name: Churn, dtype: int64
need to fix class disbalance => resampling after train\test split
X, y = data.drop("Churn", axis = 1), data.Churn
test_proportion = 0.25
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_proportion, random_state=SEED)
train = pd.concat([X_train, y_train], axis=1)
train_res = pd.concat([resample(train[train.Churn == True],
random_state=SEED,
n_samples=train.Churn.value_counts()[0],
replace=True), train[train.Churn == False]], axis=0)
X_train, y_train = train_res.drop("Churn", axis = 1), train_res.Churn
train_res.Churn.value_counts()
1 2133 0 2133 Name: Churn, dtype: int64
norm = StandardScaler()
norm.fit(X_train)
X_train, X_test = norm.transform(X_train), norm.transform(X_test)
RandomForest LGBMClassifier
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
bagging_freq=1, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
0.9124700239808153
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=30,
bagging_freq=1, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=1, subsample_freq=0 will be ignored. Current value: bagging_freq=1
0.9232613908872902
mdl = lightgbm.LGBMClassifier(boosting_type="rf",
n_estimators=10,
bagging_freq=5,
bagging_fraction=0.9,
random_state=SEED)
mdl.fit(X_train, y_train)
params = [{
'n_estimators': np.arange(5, 50, 5),
'bagging_freq': np.arange(5, 50, 5),
'bagging_fraction': np.arange(0, 1, 0.1)
}]
gs_mdl = GridSearchCV(mdl,
param_grid=params,
scoring='accuracy',
cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
[LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 . [LightGBM] [Fatal] Check failed: (bagging_fraction) > (0.0) at /__w/1/s/python-package/compile/src/io/config_auto.cpp, line 356 .
[LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.1, subsample=1.0 will be ignored. Current value: bagging_fraction=0.1 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.2, subsample=1.0 will be ignored. Current value: bagging_fraction=0.2 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.30000000000000004, subsample=1.0 will be ignored. Current value: bagging_fraction=0.30000000000000004 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.4, subsample=1.0 will be ignored. Current value: bagging_fraction=0.4 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.5, subsample=1.0 will be ignored. Current value: bagging_fraction=0.5 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.6000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.6000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.7000000000000001, subsample=1.0 will be ignored. Current value: bagging_fraction=0.7000000000000001 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=15, subsample_freq=0 will be ignored. Current value: bagging_freq=15 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=20, subsample_freq=0 will be ignored. Current value: bagging_freq=20 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=25, subsample_freq=0 will be ignored. Current value: bagging_freq=25 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=30, subsample_freq=0 will be ignored. Current value: bagging_freq=30 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=35, subsample_freq=0 will be ignored. Current value: bagging_freq=35 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=40, subsample_freq=0 will be ignored. Current value: bagging_freq=40 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=45, subsample_freq=0 will be ignored. Current value: bagging_freq=45 [LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=10, subsample_freq=0 will be ignored. Current value: bagging_freq=10 0.9232613908872902
{'bagging_fraction': 0.9, 'bagging_freq': 10, 'n_estimators': 45}
mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
bagging_freq=5, bagging_fraction=0.9, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
0.9256594724220624
best_mdl = lightgbm.LGBMClassifier(boosting_type="rf", n_estimators=10,
bagging_freq=5, bagging_fraction=0.9, random_state=SEED)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
[LightGBM] [Warning] bagging_fraction is set=0.9, subsample=1.0 will be ignored. Current value: bagging_fraction=0.9 [LightGBM] [Warning] bagging_freq is set=5, subsample_freq=0 will be ignored. Current value: bagging_freq=5
0.9436450839328537
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
''
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
''
XGBRFClassifier
mdl = xgboost.XGBRFClassifier(n_estimators=100, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9304556354916067
mdl = xgboost.XGBRFClassifier(n_estimators=100, max_depth=20, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9424460431654677
mdl = XGBRFClassifier(random_state=SEED)
mdl.fit(X_train, y_train)
params = [{
'max_depth': np.arange(1, 30, 5),
'n_estimators': np.arange(50, 500, 10),
}]
gs_mdl = GridSearchCV(mdl,
param_grid=params,
scoring='accuracy',
cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
0.9436450839328537
{'max_depth': 16, 'n_estimators': 240}
Now run the XGBRFClassifier with best parameters to check the run time
mdl = xgboost.XGBRFClassifier(n_estimators=240, max_depth=16, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9436450839328537
Catboost
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9436450839328537
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED)
params = [{
'max_depth': np.arange(1, 30, 10),
'n_estimators': np.arange(50, 500, 100),
}]
gs_mdl = GridSearchCV(mdl,
param_grid=params,
scoring='accuracy',
cv=5)
gs_mdl.fit(X_train, y_train)
y_pred = gs_mdl.predict(X_test)
print(accuracy_score(y_test, y_pred))
gs_mdl.best_params_
0.9436450839328537
{'max_depth': 11, 'n_estimators': 350}
Run the model with best parameters to check the run time
mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED,
n_estimators=350, max_depth=11)
mdl.fit(X_train, y_train)
y_pred = mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9436450839328537
best_mdl = catboost.CatBoostClassifier(verbose=False, random_state=SEED,
n_estimators=350, max_depth=11)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9436450839328537
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
''
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
''
The best accuracy 0.944 was obtained either with CatBoostClassifier with 350 estimators and max depth 11 or with XGBRFClassifier with 240 estimators and max depth 16. So, I propose XGBRClassifier as the optimal model among these two because it runs faster and uses less estimator number.
best_mdl = xgboost.XGBRFClassifier(n_estimators=240, max_depth=16, random_state=SEED)
best_mdl.fit(X_train, y_train)
y_pred_train = best_mdl.predict(X_train)
y_pred_test = best_mdl.predict(X_test)
accuracy_score(y_test, y_pred)
0.9436450839328537
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
cm_train = confusion_matrix(y_train, y_pred_train, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_train,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[0], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
cm_test = confusion_matrix(y_test, y_pred_test, labels=best_mdl.classes_)
disp = ConfusionMatrixDisplay(confusion_matrix=cm_test,
display_labels=best_mdl.classes_)
disp.plot(ax=ax[1], cmap=sns.color_palette("blend:powderblue,indigo", as_cmap=True))
;
''
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
ax[0].set_title("train", size=14, weight='bold')
ax[1].set_title("test", size=14, weight='bold')
RocCurveDisplay.from_estimator(best_mdl, X_train, y_train, ax=ax[0], color='indigo')
ax[0].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
RocCurveDisplay.from_estimator(best_mdl, X_test, y_test, ax=ax[1], color='indigo')
ax[1].plot([0, 1], linestyle='--', color='slategray', linewidth=0.7)
;
''
дополнительно 0.5 балла
Наверняка, в процессе выполнения этого задания вас переполняли какие-то эмоции. Нарисуйте что-то, что бы могло бы передать их (я сам не умею, так что, если это будет просто квадрат, тоже подойдет). Прикрепите сюда свой рисунок:
from IPython.display import Image
Image("dslv.jpg")
Напишите здесь ваши впечатления о задании (можно и не о задании): было ли интересно, было ли слишком легко или наоборот сложно и тд. Также сюда можно написать свои идеи по улучшению заданий, а также предложить данные, на основе которых вы бы хотели построить следующие дз.
Ваши мысли: